{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from datetime import datetime\n",
    "import matplotlib.pyplot as plt\n",
    "from statsmodels.graphics.tsaplots import plot_acf, plot_pacf\n",
    "from statsmodels.tsa.api import VAR\n",
    "from scipy.stats import pearsonr"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Read the Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "def parser(s):\n",
    "    return datetime.strptime(s, '%Y-%m')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "ice_cream_heater_df = pd.read_csv('ice_cream_vs_heater.csv', parse_dates=[0], index_col=0, squeeze=True, date_parser=parser)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "ice_cream_heater_df = ice_cream_heater_df.asfreq(pd.infer_freq(ice_cream_heater_df.index))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x24e449a6748>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6))\n",
    "ice_cream, = plt.plot(ice_cream_heater_df['ice cream'])\n",
    "heater, = plt.plot(ice_cream_heater_df['heater'], color='red')\n",
    "\n",
    "for year in range(2004, 2021):\n",
    "    plt.axvline(datetime(year,1,1), linestyle='--', color='k', alpha=0.5)\n",
    "\n",
    "plt.legend(['Ice Cream', 'Heater'], fontsize=16)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Normalize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "avgs = ice_cream_heater_df.mean()\n",
    "devs = ice_cream_heater_df.std()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "for col in ice_cream_heater_df.columns:\n",
    "    ice_cream_heater_df[col] = (ice_cream_heater_df[col] - avgs.loc[col]) / devs.loc[col]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x24e44a52888>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6))\n",
    "ice_cream, = plt.plot(ice_cream_heater_df['ice cream'])\n",
    "heater, = plt.plot(ice_cream_heater_df['heater'], color='red')\n",
    "\n",
    "for year in range(2004, 2021):\n",
    "    plt.axvline(datetime(year,1,1), linestyle='--', color='k', alpha=0.5)\n",
    "    \n",
    "plt.axhline(0, linestyle='--', color='k', alpha=0.3)\n",
    "\n",
    "plt.legend(['Ice Cream', 'Heater'], fontsize=16)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Take First Difference to Remove Trend"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "ice_cream_heater_df = ice_cream_heater_df.diff().dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x24e44a8efc8>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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z5uHJNWcsEwiQUhAg0WZynJxE8prrLHA42Bw2s3Vt3LgRkUgEN9xwg+ZzWBwrFjVVVVVZLUEVFnVxTcZgURPApi7LNOkk1yyOE8CmLq7JGKZr8vsBt5v87HSSWxVzzeJY5Qp7LmMUMGHCBKslqMKirkw1BYNBFIxwr1cWx+kLX/iC1RJUYVEX12QMFjUBbOqyTJNOcs3iOAFs6uKajGG6JoPJNYtjlSu8LGScceLECVx99dWoqalBQUEBFi1ahM2bNyc959ixY7j22mtx+umnw+12Y/r06fjmN7+Jvr4+6TmXXHIJ3nnnHbz33nsQBAGCIOCSSy7J6H02bNgAQRBw8OBBrF69GiUlJfjKV74yov9/DofDYQbe55qTT1hbFFCeXFNzPU5qrnlyffvtwP79Gf1JJP4lmLfygkWLgEceyeklotEoenp6ACSS2agiCWlubsa5556L2tpaPPzww6ipqcGmTZuwbt06vPrqq7jiiisAAG1tbZgyZQoeeeQRVFRUoKmpCQ899BAuv/xy7NixAwDw+OOP45prrkE0GsWvfvUrAIklTOXv88Mf/hDV1dV44403Ut6HsnbtWtx444246667YLON/Plef38/ALYS7Ndffx0Ae2fwLOrimozBoiaATV2WaZKXhSi+r1kcJ4BNXVwTgKuvBmw24He/Y0eTmrlWOYlkcfvlCjfXWcDikvFz585N+5wNGzZAFEW88847Uo3T6tWr0dzcjHvvvVcyvRdddBEuuugi6e/OP/98zJw5EytWrMAHH3yAxYsXY/78+SgrK0MkEsF5552n+T50rNatW5fyPpRvfetbuO2223L6/2dChMGEyOPxWC1BFRZ1cU3GYFETwKYuyzTplIWwOE4Am7q4JgAHDwIffgjccw8wezYbmgIBoLKS/KxTc83i9ssVbq6zSIwH4glxdXV1vtVkzebNm1FSUgIgObmWG98tW7bg8ssvR3l5eZLBXL16Ne688054vV6UlZUhFArhpz/9KZ555hmcOnUKgUBAeu4nn3yCxYsX62qRvw9N0yORSMr7UL70pS/lPgAcDocz2vD7AZcLCIV4WQgnN+iJ2sMPA7/8pbVaKH5/as01LwvhjCYWLlwomWpq+pUJbVdXF5555hk888wzqq/h8XhQVlaG73//+3jsscdw77334vzzz0dpaSlaWlrw5S9/Ocloa2H0fSh1dXWG/o8cDoczpvD5yJLQHg9vxcfJDVpitHEj8MADAAvhXyBgqCxkLMLN9TiiqqoKK1aswF133aX6eH19PQDghRdewHXXXYd///d/lx4bGhrK6n3U6pvp+1AEQTD82hwOhzNm8PsT5nqcmA7OCOH3A5deCrz9Nkmu77nHakXqyfU42c+5uc4CJ60dYox0utasWYMdO3ZgwYIFcNOzSRV8Pl/Ka/32t79NeV5BQQEGBwd13ycUCgEAysvLjfwXTIHF7Tdp0iSrJajCoi6uyRgsagLY1GWZJp8PoO+tSK5ZHCeATV1cE4iRPeccYmb/67+AO+9MGFurNMmTa52aaxa3X65wc50FLBlFOel03X///Vi2bBkuuugi3HLLLWhoaEBfXx8OHjyIpqYmabXFNWvW4Omnn8YZZ5yBmTNn4pVXXsH27dtTXm/+/Pl4/PHHsWnTJsyYMQOlpaWYM2eO4fexCha335o1a6yWoAqLurgmY7CoCWBTlyWaRDGRXAMppoPFcQLY1DXuNdF9qagIuOMOYNUq4Pe/BxQLvJk+TgZb8bG4/XKFm+txxLRp07B3715s2LAB69evR3d3N6qqqrBw4UL88z//s/S8xx57DKIo4u677wYAXH755Xj++eexbNmypNe766678Mknn+Bf/uVfMDQ0hIsvvhh/+9vfDL8Ph8PhjFtCISAWS5hrXnPNyRY6F8rtBi67DDjrLFIaorN68ogjikAwyMtCOMahi6lUVFRYrAS4/vrrcf311wNI1eVwOFLaBk6ZMgW//vWvdV+zuroaL7zwQsr9yteaNGkS3nzzTdXXoO+jN1YbNmzAhg0bdLWMBCxtP8orr7wCAPjyl79ssZJkWNTFNRmDRU0Am7os0US7O2gk1yyOE8CmrnGviU5mdLsBQQCWLgVUjs2mapIbfkC3LITF7Zcr3FxngXJxFlZgURfXZAyv12u1BFVY1MU1GYNFTQCbuizRRA2RRnLN4jgBbOoa95rk5hpItHe0UhM11waSaxa3X67w5c85HA6HwzGbNMk1h2MYui8VFZFbp1PVXJuK0vCPsz7X3FxzOBwOh2M2aZJrDscwBpNrU6GaxmnNNTfXHA6Hw+GYDU+uOflCzVxbnRBnUHM9Fhl3NdeiKOa8aInL5cqTmvzCoq7RqEk5cdMMpkyZYvp7GoFFXVyTMVjUBLCpyxJNaZJrFscJYFPXuNekZq6jUfLPbrdWk4Hlz1ncfrkyrsy10+mE3+9HEa1LyhL50t0swaKu0ajJ7/ebvtDMqlWrTH0/o7Coi2syBouaADZ1WaIpTXLN4jgBjOgKhYDPfha47z7g0kvZ0AQAt90GTJ4MfPe75mpS1lzTACkcTjLXpmpSJtc6ZSHMbL88Mq7KQmpra9Ha2gqfz2dJOslhG1EU4fP50NraitraWqvlcDicsYzSXPOaa+McOwa88w6wd6/VSpL5/e/J8uNmo5ZcA9bWXY/zmutxlVzTxLKtrQ3hHOqRhoeHAQDFxcV50ZUvWNQ12jQ5nU5MnDjR9MR906ZNAICrrrrK1PdNB4u6uCZjsKgJYFOXJZqo+aDfNQpzzeI4AYzoamwkt/HjOBOa+vuBnh5pu5qqSWmu6ZVXhbk2VZMyubbbSQ9uFXPNxPbLM+PKXAPEYOdqnDZu3AgA0uItrMCiLq7JGH765cgYLOrimozBoiaATV2WaEpTFsLiOAGM6KLmOj5mTGmKazFVk8Hk2hJNNLkGSHqtEmwysf3yzLgqC+FwOBwOhwl4K77sUSTXTKAw16aiV3NtFcrkGiDmepyUhXBzzeFwOByO2fBWfNmjSK6ZgGqiptJMRkPNNcDNNYfD4XA4nBHE7wdstoQh4sm1cXhynYzSyLJkruXJtdM5bsz1uKu5zgenn3661RJUYVEX12QMFjUBbOrimozBoiaATV2WaPL5iPHQ6KLA4jgBDOjy+YCWFvJzfMws1wSkmGtTNfn9xFjTNTw0zLWpmrTKQlROiJjYfnmGm+ssuPjii62WoAqLurgmY7CoCWBTF9dkDBY1AWzqskSTz0dqZGkfYkVyzeI4AQzoOn488XPcqFmuCUgx16ZqovsSRcNcm6qJJtcFBYn7NMpCmNh+eYaXhXA4HA6HYzZ+v25yzdGAmliAnbIQjwfo6wOKi8l2NXsdDbovUTRa8ZlKIJCcpgPjqiyEm+ssePbZZ/Hss89aLSMFFnVxTcZgURPApq7RqkkURQwHzTuwsDhOAJu6LNGUJrlmcZwABnTFzbVYXg4xbq5Z0YQzziDGOhQyV5PSXGt0CzFdk3wyI6BZFmL59hsBuLnOgkgkggiDZ18s6uKajMGiJoBNXaNV0/8e7sTSB9/CYMCctI3FcQLY1GWJJr8/2Vwr3p/FcQIY0NXYCHHiRLQKbrR0e5nRBAA480xyGwiYq0nLXCuSa1M1BQLJmgDNshDLt98IwM01h8PhmEBzrw++UBTewNg6iHCyhE5oFATSNYR3CzFGYyNCp89ASLAh6Lew7EFOYyPZhvPnk9/N7hhisObaVLSS6zFmorXg5prD4XBMwB8i5ikUiVmshMMENLkGxpXpyJnGRgQapiNicwARRmquGxuB004DysvJ72aba4PJtamoJde85prD4XA4+cQXJuY6HOXmmoNEcg2Q0hCeXKdnaAhob8fg1AZEbTbYwowYtcZGYNasRFLLzXVGNddjEd6KLwtmz55ttQRVWNTFNRmDRU0Am7pGqyazk2sWxwlgU5clmtIk1yyOE2CxrmPHAAD99achZnegIBqxXpMoEnN93nkJg+v3m6vJYLcQUzVlUHPN6r6eC9xcZ8H5559vtQRVWNTFNRmDRU0Am7pGqyZqrs1KrlkcJ4BNXZZoSpNcszhOgMW64hMHu+umodxmhy1eFmKppu5uwOslyTXdnoEAzr/gAvM0GKy5NnWclIYf0DTXrO7rucDLQjgcDscE/GFec82RITdEDgcvCzFC3Fx31kxBxGYHIgyMGe0UIjfXrJSFWFmCoWauec01R4+NGzdi48aNVstIgUVdXJMxWNQEsKlrtGryScm1OQtMsDhOAJu6LNEkLwux21NMB4vjBFisq7ERqKtDv70AEZtDSq4t1wSkmGtTNRmsuc6nplgszfcYXURGjkbNNav7ei5wc83hcDgmEOATGjkUUUw2RDy5NkZ84uBgIIyIzQ4bCyloYyM5OWpoYC+5HqEJjZ6hIC792d/w5LYm45qAcdUVh2lzLQjCU4IgdAmCcNBqLRwOh5MLvhA5qIS4ueYEAuRWJ7nmqCCZ6wgiNjuEKANj1tgInH46KXmwoltINEpMtEl9rmMxEbdv2o9THh9O9Q5rP1EruR4n+znT5hrARgBrrBbB4XAs5nvfA3bvtlpFTvjDxFTzmmsTCYWAr30N+Phjq5Uk4/ORW5aS69dfB37yE2s16DEwAHR1Jcy13WFNci2KwI03ApdeSv797/+SkhDAmuSavpc8JbbbyaI2I2Cu//vtY3i3sQcAENUrDdGquR4nrfiYNteiKG4D0Gu1Dg6HYyHhMDnov/qq1Upywh9PrnlZiIkcPw5s3Ajcc4/VSpKhhoil5PrZZ4F77wWCQWt1aPHBB+T2jDNIWYhgg82K5Lq3F3jqKaClBYjFgLPOImYbSOoWYhpq5hogRjbP5nr78R48/NZRrF1Uj7ryQkT05o9k0IpvLDLqW/EJgvB1AF8HgGnTppnyngsWLDDlfTKFRV1ckzFY1AQwooumfPEDFhOaFBjR5De55prFcQJM1tXfT25feQU4cYJcvrdaE5CaXKu04jNdk9dLzNi+fcDy5ZpPs2y/2rGD3J53HrwvfUKS67i5NlVTbzzvu+8+4Jprkh+TJdcLzGrFpzxRo7hcKSlxLuMkiiLuePEATq8uxkNfOgNrHt2mnVzHYuQkzWBZSKa6/t9LB1BbWoDvrpmb0d+Zyag316IoPgHgCQBYsmSJKdPwly5dasbbZAyLurgmY7CoCWBEFzUi8YMIE5oUGNFEu4WETOoWwuI4ASbrouY6FgMefRR45BHrNQGJfVpnERnTNXm95HbHDl1zbdl+tX07MGcOUFkpq7mOmq/J4yG3VVWpjxUUAIIA+P3maVKeqFFcrpTkOhdNg8EI2gcCWH/5XBQXOOCw2RDRMtf06ofBVnyZ6tpx3IOple70T7QQpstCWCUcDiPMYN0Qi7q4JmOwqAlgRJfCXDOhSYERTQGT+1yzOE6AybqouV66FPjNbxK/W6kJUC8LUSTXpmui5nr7dt2nWbJfiSIx/fHFRmi3EHvcqJmqiSbXlZWpjwkCSWv9fvM0aZWFqJjrXDR5hshrVZcUAADsNkE7uaaaDLbiy0SXKIroHgxiMMB2eQk311nw3HPP4bnnnrNaRgos6uKajMGiJoARXQpzzYQmBek0haMxqb+1WWUhLI4TYLIuaqbvvx8YGgKefNJ6TYD6hEZFome6JnlyLWpfXbFkv2psJIlxPFGnyTUtCzFVk15yDUjm2jRNGZjrXDR5hkgaXRU31w6bgEhM47uM1pwbrLnORJfXH0EoGoM3wF5wIIdpcy0IwvMAdgCYIwhCiyAIN1qticPhmIzCXI9GaL01AIR5txDzoOb6kkuAyy4DfvELNroVGEiuTWdwkJihtjbg00+t1aKE1luffz5EUcRQMEIWkbFqQiOgnlwDZAyt6BaiVnOdxwmNPVJyTdr8ZZ1c5zihsXuIGHeeXOeAKIpfFUWxThRFpyiKU0RR/I3VmjhxenqAb397xJrUc0aYw4eBH/xAN6FiBsWExtGIPyQz12O1W0hzM3DHHWyYV8rAAKmDLSwEvvMd0uHh5ZetVmUouTYVUSTJ9cUXk9+pmWWFHTuA8nJg3jz4w1FEYyIpC7HCXHs8pPxjwgT1x91uc7+rtGqu89wtpCeeXFcnJddpzPUILH/eNaL7TxoAACAASURBVEh0DAYiEBk+fjFtrjkM85e/kMlBBw5YrYSTDS+8AGzYkLgUzDJjIbmWmevgWDXXr78O/PznwM6dVitJ0N9PTBkA/MM/AKWlbBhH1pJrv5+8/4UXEk0sjJGc7duBc88FbDYpsSTm2oIx6+0FKipIH2k1rEquDZSF5AKtua4oMpBc05MLgzXXmdAdN9fRmChNEmcRbq452UEvjQ0OWquDkx10+2lM8GKK4fgqYKPYXMsPAuEIu2lLTtB9Ks2EOFPp708kjDYbUF2d0GklrCXX9CS7qopM/mRpG3q9wMGDSZMZASBitzC51qq3Btgy13m8iuQZDqLc7YTLQWyjw2bT7nOtpSkfZSGDiT7sLJeGjPpWfFawaNEiqyWoYqouOqljaEj3aSyOFdeExPbr7wdOO03zaUyMlSK5ZkKTgnSakmquTUquLdun0qSepuqSm2uAmCKq0ypNgHpyrSglMFUTNdelpWTS4E9/qr7Cntm6ALIyqyhKkxm9NLkW7HBEI4Ao5k3Tnz9qx6//fgLP/+t5kolMobdXu94akMx1ppr2N/fjoTeP4JkblqHQaTf+hxnUXOcyTp6hEKri9dZADsm1irnORJfcXHsDYUwqL9R5tnVwc50FLB7cAZN1GUyuWRwrrgmJ7dfXp/s0JsZqLJhrC2quLdunaLcJQVB9mqXmurJSNbk2fawMLH9uibkuKyMJcSQC7N0LrFiR8lTTx2r7drIvnXsugERaKTqd5PFYLC+ajnUN4Y6XDsAXimLAH0ZNaYH6Ez0eYOJE7RcqLAT6+zPWtPuEB7tP9OJEzzDm1ZUZ/8MM+lznMk7dQ0Gp3hoAHHYBwYhGWYZezXUsRv7JymqyNdeDDHcM4WUhWeDz+eCjOzRDmKqLpj9pzDWLY8U1ITm51oGJsVKYayY0KUinSZ5cm9Xn2rJ9qqsLaGrSfJqpugwm16aPlc9HDDU1iCrLn5uqSW6uzzuP/KxRGmL6WO3YASxYINXOU0PlLIynqOFwzpr8oShueu59qXxLs8UcYDi5zlRTn4/8vzoGMpwMmUHNdS7j5BkKSp1CgBySayCnfb17KAiHjZy4exkuC+HmOgtefPFFvPjii1bLSMFUXQaTaxbHimuC4eSaibFSdAthQpOCdJp8IXIQEAQgZFJybck+RRM9ndIQU3UZTK5NHyu/P/kyvkpybaomubmuqQFmztTchqbqisXIBFnZipE0uXYVxI1eJJKzpnteO4jGriGsXVRPXlJvFVUjNdeBQMaa+n3ECLcNZFiv7feTFJieqFFUuoXkMk6e4RCqimXJdTbdQjTMdSa6ugeDmFZFPjteP0+uOWMNgzXXHEYxmFybSjAI3HdfYgIjZQx1CyktcOSnLGTLFuDVV3N/nXzi8ZBuE6x05ADUk+v+fut7Svt8ycZDJbk2FRqSlMXLEc4/nyTXVrc6+/hjsr2SzDVNruNGL8dJe3851IGX32/BrZfOxKVzaslLan1Gw2FyImIguc6U3mFihNv7s0iui4pSy7Dy2C0kHI2h3xfOT801kNO+3jUYxPTqEgBsT2jk5pqTHbxbyOiFHiAAtsz1e++RlfTefjv5fmqug0GSZI1CaFlImdsprdSYEw8+CNx+e+6vk096e4HaWlIby0K3iUCA7DO0FR9ATJEoWr/fG0iuTUWeXAOkDKO72/rw5NAhcrt4sXTXUCACQZAl1zma632n+uBy2HDbqtlw2IlB1Uxk6ZW+EegWQstC2jMtC1GeqFHy2C2kbzh56XMg3i0kmz7XQNa6wtEYeodDmFFbDABMr9LIzTUnOwzWXHMYRF4KkqYsxFQ6O8mtcp+S1+KN0oVkaC1nuduZn5rrzk7g1Cmymh4LxGKJWtTly4EPP7TemA0MkFtlcg2o1l2bCmvJtdJcl5BkMOUqktm0tJDbadOku7yBCEoKHIArbtRyXvEviJqSAthtAhzxSXaayXW61RkBafnzTKFlIe3ZlIVomes8Jdfd0gIyGSbXBstCjEJ7bU+tKILTLvDkmjPGiEYTyQ8316MPec2p1QmenK4ucqtnrkdpaUggHIUgACUFjvzUXNOxYqX8wuslBruqipQUxGKkhZqV0H1bWXMNWN/rWplcW72IjNdLzFhBPJksJskgE+ba7SaLtsQZDERQWuCASI1ajumsvMWckybXWleX6EmZkeQ6w5Ka3uEcJjSOsLmmpraqRFlzrfFdRr+nCxQdV3I017RTSG1pAUoLnUx3C+Gt+LJgyZIlVktQxTRd8rQzTTrF4liNe03y1C5Ncm2qLmoYlfuUIrkejdvPF4qiyGmHy2HDUDDHtCUYTKSyO3YA69ZlpSmv0H2qslJqmYYdO4DLLrNOl5q51kiuTd+nfL7UshCF4TBVk9ebSK0BXXNtqq6WFmDKlKR64sFAGKWFziSjlosmzzBJrgHAYSd5o6ZpNJJcu92AKGLJokWpkww1EEUxaUKjKIoQNFpZpqA8UaOomOtsx8kzTExtVbEiudZbRKawMLUO3Kl+tcGoru4hcuJRU1qAskIHvH52k2turrNg4cKFVktQxTRd8tQnTXLN4liNe010+5WWpk2uTdVlMLkejdvPH47C7bLDZbflPqGxuzvxs05ybck+VVVFUsZ58zS1maYrg+Ta9H3K50tKY9WSa1M1eb3k+4CiUxZiqi5qrmUMBiIoLXQk1e/moskzFMLcSeTEwhlv8aY5L8Jocg1g4fTpyfX+OgwGI4jERNSVF6J9IIABfxgTilzp/xDQr7lWmOtsx0k1ubbrdAsJBFInMwKJEyLF1Qajurq8xOTXjILkOqOyEEEQpgqC8JQgCC2CIIQEQbgsfn9N/P6lIyOTLQYGBjBAkyOGME0X/YJxONKaaxbHatxrottvxoy05tpUXVrmWn6A9/tH5fbzh4i5dtptuddc03GaNYss9BEMqj7Nkn2Kmtfzz08sJmOVrgySa9P3KbUJjYo0z1RNGSTXpupqbgamTk26azAYRmmhA6IjkYJmq0kURXiGQtJEPSm51jLXRpNrAAOdnYY19cdLQubHF49py6RjiFZZiEorvmzHqXsoCJfdhrLCRB6rW3OtpUmjLMSoLloWUl1SgNJCx9iouRYE4XQAewGsA3AIgLQ+pyiK3QCWAPiXfAtkkc2bN2Pz5s1Wy0jBNF30C2batLRlISyO1bjXRLffjBlpy0JM1aU3odEe/7rx+83ffhs3Ap98ovuUdJr8oSjcTjucDlvu3ULoOK1dSw6eH3yQlaa8Ik+uATKpsbcXOHrUOl1q5rq8nFyqViTXpu9TahMaFcm1qZoyMNem6YpGyYRd1eTaCcGZSEGz1eQNRBCKxqSJerRbSFirLMTjIdtKPlZK4tt182uvGdbUFy8JmV9PXjejSY0Z1FxnO060Ll1eqqLbLSRdcq0w10Z1dQ8FUe52otBpR1mhc8x0C3kQQAzAQgBXA1AWBL0J4MI86eKwDE19TjuNT2gcjdADxLRpbE5oVKu5pkmR2RMaIxHghhuAm2/O6WV84SjcLgdc+Uyuv/hFcsvCpEZlcn3mmeRWxVybBt235Zfm7XZSjmF1t5D+/mRdKsm1qWRgrk2js5MYbI2yEDHHtm4AWXUQQGJCo81Acl1ZmVpLLIeaygwmE/ZSc11HzXUiufaFIvh/Lx3QnuioV3MtinmZKOsZCib1uAayTK5z3Gbdg0FpWfoxk1wDWAXgcVEUmwGojegpAFNU7ueMNWjqw8316IQeICorycEzT71Qc0av5pomoma34uvpIQeorVtJe7ksCYSicDttcDmE3Guu6TiddRbQ0MBGT2n6nUDriGn9rpXmbGCAmFal8dBYpdE0/H5i7idPTtxndbeQwUH2zDVtwycz16Ioqk5ozBZPvH8zXXlQ6nOt9RlNtzojkDCVGXyv0smMsyaWwG4TkpLrXSd68fL7LdhzUmOf1au5BvLSMUS5OiOQpltIhsm1UboHE5NPy9zOMbNCYxmAdp3HXeATJMcHHg9ZbnXKFPLlO0oX9hi3eDzEYNDL5Syk18PDiQO5nrk2O7mmJRgA8MgjWb+MLxxBkctBaq7zYa7dbmKAli9nYyU9j4cksfTgyYI5o6szKlPGqiprk2vam1yeyPLkOhVqrmU118FIDOGoiNJCB4Q8Jte05toplYWkSa71yMJc98VrrqtLCjCxtCApuT7cRnqQ67a9G2lzLWtXSMlnzbVRuhTJ9XAoqq3BYjIx180AFug8fh6AY7nJ4YwKentJQkUva1rdC5WTGb29xGCwZK7lHTBYMtc0JT7zTOC555LNdgZINdd2G8K5loV0dpKVEAWBTBxsayMTv6yE7lMUFsyZculzitXJtUoia3lyrWWurVwIiO7TsnGiZQBlhY68JNfdQ3TlwXjNtVQWkofkOgNT2+cLwSYAZYVO1E1wJy2BTs215lyNETbXoihKC+3IIcl1fmquDetIMtfk5GqI0dKQTJLmVwB8QxCE3yCRYIsAIAjCOgD/COC+/Mpjk+XLl1stQRXTdNHkk7ZrGhxMbuNkhaYMGPeaPB5ywKKX8HUmNZqmi5rWkpLkA3osRr6oZeZ6+QUXmKMJSJjrBx4gEwh/+Utgw4aUp6UbJ3m3kJwnNHZ1EXNN3pjc7tiRtIqdEU15hX4nUHTMtWm6tMx1VRVw5Ig1mgB1c62SXJumKRwmBk1url0uosnK7dfSQhYhkZlZ2nqttNAJvyy5NqLpzx+1YygYwT8uSSThNLmuKE6e0Khbc33WWfpvFDe6y6dPT3w+09DnC6Hc7YTNJmBSeaFkqAHgcDs11yqGXxS1a67p+MjMtdY4tfX78et3T2D95XOljimUoWAEoUhMJbm2QRSBWEyEzaa4OuT3qyf8GlcbjGy/4VAU/nAUtXFzTTuXeANhlBcZ6yduJpmY6wcBfB7ALgDbQIz19wRBeAjAMgD7Afws7woZZM6cOVZLUMU0XTSlooZap+6axbEa95roAcJAcm2aLmpiZ8xITrFpUi0z16aOFdW1YgXwuc8Rc/2976WkMuk0+cMkuXY5SFlIRotEqGmqryc/n3kmOZjv2AFcdVVGmvKKMrl2uUgaq2LOTNOlZ64VybWpY0XNtbLmWhTJv/h+YZom+v2t7IBRXGzt9lNdQIacgJQWOuB3ErMXC4YMaXri3Sb0+8IKcx3ChCInnHFDSW91u4UYTK7nVFUBBseqzxeWDH59eSHeOtwJURQxHIripIdsA1XDHw6TKx4Gk2utcfq/w5146r0T+MclUzCvLnk/kHpcK2uu6YlITIRLaa4zTK6NbD/ahk+ZXLPaMcRwWYgoil4AywH8GqTtngDgMwDmAHgcwKWiKJo828gaenp60NPTY7WMFEzTRVMqLXP9/PNSGmr6WL3wQtp6Sku33/79ZHKcAlM1ZVBzbZouamKnT0/en+gCMrJuIaaOVVcXSVsmTAC+/W3y+/PPpzwtnSZfKIoilx0u2QEpJ00TJ5KfnU5g2TLVSY2W7FMUQSDmTKWswDRdemUhXm9SembqWLW2kpI6euUPSJgOWWmIaZq88ZRUefVRw1ybpktjARkAKClwwOYiYxYNhw1pau71o7XPj5jss+cZDiatOuiw6STXwSAZj3Q113FT2dPVZXic+oZDqIgvGjOp3I1gJIZ+Xxgft3ul6RSqyTUNH/TMtYH9nCb4ai0ApdUZVWquAajXPGdYc21k+ynNNU2uWe0YktEiMqIoekVRvE0UxRoAEwFMAlAliuKtcfM9LvjTn/6EP/3pT1bLSME0XcrkWn4AbW0F/umfgBdfNFcTQGr0vvpV0pdYB8u2XyxG0sWvfc06TfQAQVfSA3TLQkzTJU+uh4YSE/SouZZ1CzF1+8nrmy+7DDjjDODhh1MmEOppisVEBCMxFMZrrgFk345PFJPLQgDg7LOBgwcz0pR3lMk1oGnOTNOlbHdHoTpl+72pY6ViGqU+7jLTYZomaq6VyXVJibXbT20BGVlZCC0xEEPhtJp8oQh6hoIIRWPoGkwsutQzmFhABkgsIqNqZJW93LWIm8o/7dljeJz6fGFUxEsb6suJOW8b8EslIUSThomVvWcSKsm11jjR2vN2lXZ/PVJdemrNNaAx0ZIuf65Ew1wb2ae6BhNLnwOkWwgAZjuGZN3dI75wDGc8olZzTaGX9OVLVpsFXeijXa+pjYW8+Wai76/Pp14nN9LIVxhjaUJjVxc5WaupISbR5yPmjO5H5eXEgFgxoZEaWUEAbr8duPFG4K9/BVauNPQS/jBJI4tcCXOddTu+/n6SRMnNdV0dGZehIc25DyNKNEp0KRM9DXNtGnrJNUC+x+TjaBZq5loluTYNLXM9AtvvzY/a8eeDHdLvK2ZW4ytLp6Y+MRYjQY1Gcl1a6IAtbq6jBibstfT5ZT/7MCluYHuGg5g3KfH/dupdWTKyOiOQZbeQEBbGF5Cpm0D+vr0/gMNtXpQVOuANRNQnWdLvQ60+14ChCY1Scq2yMmSPoqMKRTe5DgTy3udaSq5LEt1CgDGQXAuCcLMgCG/pPP6/giD8W35kcZglHCZmWqvmmpZkaCzJPKJQ45plR4cR52eyKQnHj1ujQZ6+uN3kCzjNKo2mQBNi5QkbPbgXFRG9VpprgFyVqa0l6bVB5Oba5Ygn19maa5rwyzXREhH6mNn095MTIoPJtSmEQmRf0aq5BqzrGNLSklxvDagm16aRYc11Ljzy1lG8/XEXDrUO4K9HOvGrbRrfg11dZCwU5prW15bJkutYKL1Ra+5NhD1yo61sMafbLYQe20aoWwitua6LG/92bwCH2rw4Ywq5+qJ6Qk7Dhxy7hfRIZSGp5prWXFcWJ5eFJJLr3MtCjNA9GITDJkjlM2VjpeYawPUAGnUePwrghpzUcNiHGjGtmmt6wLLCXDfGd08WzfW+fcDf/kbKVoCEVrORr6QnCMR8sJJcT5yYuk/Rgwcr5rqwEPjmN4E33ki7JDrFHyLmutBph0tKrrOsuVYz1/Rnq/Z75eqMFCvN9cAAuU2XXJtNOAx0dGiXhYzh5NofiuJY1xBuuKABf/1/l2D1gknaJ5lqHVUgq7kudMAWX/48ZsA8fppkrsnPoUgMA/5w0kQ9qc+12ufTaHJdUEC+Ww2ms/5QFMFIDBPiZSHVJQVw2AS09PrwSecgFtSXw2W3qffezrAsRAu6mI5qzfVQEGWFDikYoNjjJyIpyXUsRt4zz634ugeDqC4pkDqTlIyV5BrALAAf6Tx+KP4czlhGfvauVnNNHzd7JT2A7eT65z8nqexPfkJ+t8pcK+sGWTLXtbVsmWu1+maAmGuXC3j0UUMvk0iuHXA6yIEh65praq5pWi3/2arkWqsWVaNm1xToPs1act3RQfYrrbIQK5Jrk8z1kQ4vYiKwYDJJYp12m/bnQGUBGYAYqWKXHXabACFuHsVw+jFr7vXD7bSjuqQAzb3kO6SXrs4oS64FQYBda+VBo8m1IBBjaTC5pkufV8YTWbtNwMSyQvz9WA9CkRjm15XBYRfU++PrmWuVVnxa9MRLLtSWWO8ZDqWUhAA6yTU99ue7LGQo0eMaIPuP22mX6vBZI5OaaycAlVMRicI0j48ZLrroIqslqGKKLvnZO+1lq5NcmzpWBs216duvpQXYtAm45RZysKitTTHXpmlSpowVFbplIabp6uoiPWGVJ2xyc11YCAQC5mkaGiIHL7mRBcjvV18NPP008MMfApWVupp88eTa7bJBDJEDUdY113TfNpBcW7ZPUYqLVec/mKJLz1yrJNemjZVaGz5ANbk2TVOG5jpbXYdaydWEhXFz7XLomGuVBWQAYCgYllqwCa54WUg4nFZTc58PUyvdKC5woKWffKdo1RI7bIJ6txCjyTUAFBbioupqQEXX/uZ+fNrrwxVnkXaafXGTP6EoYfLrygux9xT5Xp5fX6a9YIuRmmuZkVUbJ38oiuFQFHabgLYBf0qb0J54YqxEqrlWjhU11xkk10b2qS5vUKqVp5S5HfD62UyuMzHXR0Fa7/1c4/HPArCokNRcpk+fbu4bNjcDx44Bl16afL/fTy5Pr1sHCII5uuRn73Y7+VDr1FybNlbhMHDiBNHU3U0OUvSApcD07ffYY+RS2W23kd9nzUox16ZpUkuudcy1KbpiMbLN1GquqbkuLpaSa9PGSq0Eg3L77cBvfws88QTwve/paqJlIW6nQzpo55xcV1cn7qupIbcKc23ZPkXRMGem6NIz12Vl5LtBllybNlYa5Q5qpsM0TV5vonWiHLVWirEYpn/wAfClL2X8NgdbvagockrdMFwOnQWVWlqIOZTv5yDJNZ3IRic0iuFw2rFq7vVhakURigscONBC9g1aClGtaDGnudCTx0M0KcdJDbcb0wsKSGtRBU9ua8Lbn3Th82fUwWYT0O8j5rdCthAKNZEFDhumVxfHxyr3mmu1caInGbNqS/BxxyD6ZT23ATJOs2pLUv4u0edaoUsvTdcw10b2dc9wEAvqk08ASwudGAyymVxnUhbyPIDPCoLwgCAI0sgLguAUBOEHIOb69/kWyCIdHR3o6OhI/8R88eMfA5/5TOoSx//xH8A//qNU+2mKLuXZe2mpbnJt2lidOEEM9aJFxKzp1FOavv2efx74wheAhgbyu4q5Nk2Tx0MuzdEDRJrk2hRdHg/ZZgbLQkwbKz1zfeaZpL90vH2UniZ//LK122WH05Fjt5CuLmJiHbJcxOUi21FRFmLqPgUYrrk2RRc112qt+ASBaJV9R5g2VlrmWiW5Nk2T10s+dzaFHVDbfn//OzquvBIdr72W8dscbBvAwsnlUiqqm1zTSZ8KTUnmmpaFhMK6YyWKIjHXlUWYUuFGW78f0ZgodcioUibXdo2ykN7exFyVdLjd6OjtVdXU6Q3AF4riRHxxGKksRGZo6+MdQ+ZOKoXDboPDpmGuM6y5Vhsnaq7pFQXlpEbPUDClxzWg0y0ki+Q63b4uiiL6hsOoVOgoLXSMiZrrh0FWZrwbQJsgCH8XBOFdkKXQ7wHwd4yTFRq3bNmCLVu2mPeGp06RL93HHkvcFwyS1eIAIN583RRdyrqz0lL1muu4uTZtrKhZXbGC3OqUhpi6/VpbyUmR/KrDrFnkcrls3EzTRPsR0wNEmpprU3TJ64gNmGvTxkrPXANkuXEDnz1/iBwUySIyOfa5VqsBB8jYKfZ5U/cpOjlWjoa5NkWXXnINpKzSaNpYtbaS/Zj2mKeomA7TNFFzraS4mJg3udHs7sYWAFu2bcvoLUKRGI7GJ+dRXPbEaqUptLSk1FsDpM81LQuhExrFcFh3rPp8YQyHonFzXYRwVESnN5BYebBE2QVDJ7lOV29Ncbux5dQpVU2d8X7NB+NlMv2+1LKQSWXEmM6PJ7VOh0apSobmWm2c6DicIZnrxLyWSDSGPl84ZXVGQKfm2kgduKLmOt2+PhyKIhSNSXXplLJCJ7N9rjNZoTEMkk5/D0ALgMUAzgbQDOC7AFaJomi89wzHODTteOKJhOl48cXEwdTMVmq9veRAQL+MS0rY6BZC660NmGtT2bWL3J57buK+WfF5v8eOma9HuZIeNddqBzizkJtYvZprsyc0pjPX1dXSyWSnN4CP4gdLJb5QPLl2yvtc59AtRMtcWzWh0eMhZlEr+bRi30pnrhXJtWnQRFaZfo5wt5BX9rWgrV/js+P1ptZbA4mrW/I1C+i4Zjjx8mjnIMJREQsnJ95Hty2lWi9wkOS6RJFcx9JMjqNt+KZWuDGlghi+lj4/eoaCcDlsKC1Iro512gX1Vnw0uTaC2606kVAURXR6ybHxUBupde8bJvonyMpC6idQcx2f/GmzqY9THvpc6yXXNFVXls4AOt1Cskiu00Hr0iuKx2ZyDVEUw6Io/ocoiotEUSyO/1ssiuJP4+abMxK0tABLlpD2Ur/5DTlYPfpoIv0ws9sDNWf04KAsC7GqW8jRo2Q85s8nv7Nkrl0uYPHixH3UXFvRMUS5kl5FBUkRrFj0hyI3sWo113Y7STzMNtdqkwfl0PQzFsM7n3Rh0+5PVZ8WCNMJjYk+1zlNaFROsKQardrn1VZnBIg5E0Xz2ycC5LvSZkteYlyOIrk2DQ3TOJLdQnqHQ/jOiwfw8vst6k8YHFQ313Ts5FcfaJCToc5DbfHJjLLkusChcRUnFtMcJ28gIi17bXfYERVsENP0uaZt+KZVFWFqJTGhLX0+9AyFUF3sSpq8B9CykNyTa7WOGAP+sPT/pcl1ny+E0kKHdOINAGdNnYBZtSVYMbM6oUnthFyv5tpgtxBaez6vrhR2m5CUXNPOKnXlqa+fVXKd5X5OO7ukJNdu55joc82xgkCAfKjXriWp7COPANu2Ae+/D9xxB3mOmeZaefaepubaNBobgdmzE8aDFXO9cyepAy+QXVabOZPcWmGu1ZJrwNp2fHJz7XCQxENurouKEu2tzDxp6+oiNbsFqZdEAZADbSwGDAxgMBhFIBKTUmo5UrcQp13qo5vTIjIsJtdqiR5NPq1ox0dXZ9Sqj7UyuVYz1yOYXDd1k6tAdD9MIV1yLd9+WSbXB1u9KC1wYFplImF1aZnrnh5iCFWT60RZiMMuIGKzpW3r1txHk+siKRFu6fPDMxxMqbcGSEqsufy50eRaoxUfTa0nFDlxsHWA1BL7QtLCKJS6cjf+7zsXo6GabAOn3aa9zDiQU5/r7sEgSgscKHI5MLG0ICm5Phw/KZpfn7p/JGquNSY05jG5pgm6WnLtHQvJtUD4jCAINwmCcI8gCPcq/t0zUkLHLa2t5HbKFGKmT50ibcAmTCCt3QBzy0KUB1J5zbUoWlsWMmsWGReXiw1zHYkAe/cC552XfH9JCVmympXkGrDWXHd2EnOhNklWvky8FWUhestj03H0eDAUT0+6vKn7Pe1z7XbmWHMdCpHtpKaptpZ8D2SwKlze0EuuAWvNtRZWJNexGNDWZnpy3dRDxp9eQUkhE3OdvKaxKAAAIABJREFUZXJ9sG0A8+vLpAVAACQ+C0ojqzHpMxSJIRiJSWUcdpsNEZsDYtqyED8qi10oLnCgwGHHxLICNPf6UlZnpGimxHlIrrvi9daXzqmFNxBBS58fvcOhFNOYqsmGkFbNtdOp3hlLpRWfGj1DQVTH+0fXTXAnLYF+uN2LCUVOadXIJE00udZqxadm+O32jBbYodCyEOUqkWWFToQiMe1920IMt+ITBGEWgFcBzAWgNV1WBPBAHnQxzcqVK817M/kXzaWXktTz2DHgzjtJqlZSIhkjU3T19iZPNJHXXA8OJr504+baFE1+P5k0OHs2+eDW1uqmeKZtv4MHiTmU11tTFB1DTNOklVxrnKCZoquri7STozW78hO24eEUc23aWGVgru1TzkRhWQBdg0EpbaL4Q1EUOGyw2QRZzXXCUIiiiJf2tuDzZ9WhyKXzldzdTW61kmuqOW5KshmnVz9oxYmehJn6zPyJUi2mJh4PMG9e6v1qZQVZ6qIc6xpEU/cwPrtgkv4T05nrykqiKxgECgoy1tTW78fuE71Yu6g+paxAk+5uYiqUPa4B1eR65ZIlpAuSgo6BAF7c2yzVulYUOfHVc6ehwKHeerSpm4y/P0/J9UpAtcWcnD9/1I759WU4raoYkWgMR9q9uPrc05Ke49Q60dRcQIYYMtotxGETELXZIUYiutuPdgqhTKkokmquZ09MncjpsKmkxH4/MY0Z1FyvdDgAhS6aXF82txabP2jFwdYB9PvCqiZfjkurDtzvV6+3BlSTa7Vx8gyFpJrqSeWFUj9yADjc5sX8ujLVfVyzW4hecg2QE0nZyZkoigjUzMdlc2vUnw+dshDZKo2FTvX93yoy6XP9GIAZAO4C8FcAFlxTY4OpKrOYRwy5ubbbge9/H/jWt4Cbbyb3V1RI5toUXR4PcNZZid/lKaP8MmvcXJuiiU4MpLXMKp0T5Ji2/ehkRmVyDRCtr79uriZ6gJCnL2nKQkzRpTSx8hM2leTatO3X1QXMmaP9eHwcxe5uDDrK4SgrlZIpOf5wFEUu8sWvVnP9cccgvvuHD9EzHMRNl8zU1wNoJ9f0OXFznek49QwFcfum/Un37W/ux9M3LNP/wwyT62y3X/dgEFf/ehf6hsM4cN9n4XbpHEz7+9Xb8FHkqzTW1WWs6Zd/O47f7TyF4VAkxTRqotWGD0gk1zJzPfWNN4B77yUnms7EZLff7zqFX/w1eTL0iZ5h/GDtQtW3pWUh/nwk1/39mApoGzoAmz9owbc3HcC0yiL86VsXomMggEA4ljSZEdApC9EYJ3r5v8xNxsJuExC22YFQWHf7Nff5pE4YADClwo33T/URU1maamqddiF1wjE9sVX03dbE7cbUSCTlBKHTS74fLppVA4dNwMG2AfT5Qpip0kdajmYrPp9PPSEGVGuu1capZyiIGTXk/evLC/HW4U6IoohoTMTHHYO4brn6/p3oc51Bcg2kmOtPOgfx43e7UVY9CbNnqP9Jny8Eu02QTqwotERoMBBOWr2RBTIpC7kQwCPxyYv7RFE8pfZvpISyRHNzM5qVPadHCloWQtOOG24gB9DT4ju8bBEQU3QpD6SlpeTLNxZLXGZ1uaQPmCmaaKeQ2bPJbRpzbdr227mTfBmffnrqY7Nmke0YXx3NFE1q/YhpWYhGcm2KLqW51isLCQbRfOqUOduvs9NQch3s7MZwbyci3m7VshBfKAp3PFWR0jrZwXsoSA40L+9tUW9LJtcDqE9oVJlrkOm229VEPr+v3HQ+Tv74c7jirHoc7x7S/6NwmOzDGdRcZ7NPRaIx3Pr8PnR6gwhFY/jg0zSlcEaSa0D6TGSqaWcT+bsNfzyUXgtFz1zT5FpmOpo//RTNoVBiBcU4TT3DOK2qCCd//Dmc/PHncOOFp+PpHafwxoepq2ECkK5EqJprUUxvruWtVvv60AygWePK4JF2L77/ykeYO6kUbf1+fPelD/FRS+pkRiBhroNKc93cTAyY4rPXq+gY4bAJiNhJWYjW9ovGRLT2+ZOS66nx5DoUjaFarcWcWn2zxoqRmrjdaB4aStHU5Q2gtNCB8iInZk0sxcFWL/qGU2uuUzWpGH6ABCZaJtZuJ/9k5lptnDzDiZOMSeVuBCOk/V5TzzCCkZhqvTWg0y3ESHItKwtp7fMj4u3GvsPaZZK9w2FUFDmTyoqAxFUMFjuGZGKuQwBSr1GNQ7Zu3YqtW7ea82YtLeSLT96HVJ4ayPoUj7iuYJAcKJU116JITBA1b3V1UnJtyljR8gqDybVp22/XLpJaq102VnQMMUWT2kp6aZJrU3SlM9f0IB//st76l7+MvKZIhOzPBsy1r70LgVMHEDh1AF2DKjXXoaiUsqrVXNOJZk09w9j3qU7tu15yLS8LiZPpttvZ5EGxyy6lfKdXF6O1369fz0hPyjJIrrPZp/7zL59gZ1Mv7l+7AHabgB1NaS6cGqm5BqTPRCaaugeDaOwawjcunoGJZYW46bl90oIkusjnzyhRSa63Hj+OrQDpfCLjlMeHhqpE6dFda+Zi8bQJuOsPH+JkT/JYR2MiTnnIhD7V7UhbJWr1uabPofT3YyuArfGFy+QM+MP4xrPvo9ztxDM3LsP3/mEuthzqwM//7ygKnTZMr0lOZzU752gsIEP7QdPSALtNQESwA5GI5vZrH/AjEhOTJlLSdnxAao9rgJj2FCOrUaqiSWEhtvp8KZo6vUFMjPewXlhfhgMt/RgORZNWZ1TDpTehUctcAyS9lplr5TiRPtYhqY81XT2zfcCPw/FWgQvq1a8AaXYLSZdcO51JJ5FtAwEETh3Azr+/o/nf0DoBoVcxWOwYkom5/guAC0ZKCEcDrdnllDQr7BnlUNsAPukY1H+SmjmTt06jj9fXmzuh8ehRYNKkxAGC1lxb2bu5vx84ckS93hqwph2fWnLNQrcQZUIsr7lWJteAOZP2PB6y/+iZ6wkTAJsNwc5u6S6tshBqrp0OckCSGwq/rMPIy+/rpKdGykJymMi7o8mDJQ2VUro+vaYYogjJnKmitTojkLcJjVsOtuNX25pw7Xmn4brlDVg4uVxKjjXJMLnOBPreaxZOwv9ccw48wyH82+/exxPbjuOJbcfx+12fqtfHtrSoJrIAVJNrKd2TJdeiKOKkZxgNVcldN/7rn86Gwy7gpuf2JZnolj6fNGFQteaavnam3UIUE9JEUcQdL+5Ha58fj199NmpLC3HjhafjM/MnorXfj/l1ZVKNLqVAr+ZaxcT2Kia1OWw2ROx23clxtJXc1IrkmmuKarcQuy11+2WRXCMUSjkGdQ0GMLGMvOfCyeXS0ucT0k5oFBCOaCTXOiU6cLl0vy97fSGIIpImNAJAe38Ah9oG4Iovv65G2m4hBstCOuKt/9S+O+U61SZ9jpXk+jsAlguCcId8+XPOCJPOXKdZYc8otz7/Af791Y/0n6R2IJWvqEcfN9tc0zZ8lIkTyReumV1UlOzZQ27V6q0BYEa8uMxMc612cuRwkBMkq8bK5yNGWl7qoFdzDWQ80zwr0i0gA5BkrbIS4S5irh02Ad0qybUvFEFRfDU5mlyHZYZiOEhMz9KGCrx+oF174llXF2kLqJYylpSQccqyHV/3YBDHuoawfEZi36B1mE16pSFq+xRFrawgQ2IxEQ++eQQLJ5fhns+THvbLp1dhf3O/9jhFIsQQZpBcZ8LOJg9KChxYWF+GhZPL8aMvnYEDLf146M2P8dCbH2P95o9woEXlO7mlhXw3KhfbAdRb8VEDIkuu+3xhDAYiOK0q2fBMnuDGj798Bg63e7H1SGIfoJMZy91O9bKQTM21RreQo51DeOtIF77z2dk45zRyfBAEAT+98izMqCnGRbNTJ6tpLiKjcczrU7Rjs9mAiM2u27mEtuHTTK5VDJtqn+vmZvK506vjl0O/qxStFTu9QUwsjSfXshp05UQ9JU67DWG15Fqv5hog5lrn+7JnML5ITHwcaFeQdm8Ah9u90vLraqRNrrVamCrMNe1O0jsc1rxK1jccUh2jsnjNNYurNGZirt8DUAbgPwAMC4JwShCEJsW/4yMjcxzT2po+uc7RXLcP+NHUPYxjXWkOgmoHUvmKevRxWVmIKdA2fBQWel3v3EnKQZYuVX+8qIhsV6uTayBvJ2hZodYBQ6/mGjAnuZYvya5HVRXE+LjWlRdqtOKLoTCeXNttAulEJTMUvvgB5drlDRgKRrDlkHrtrJTwa3WnyGEhGZrGnjc98dmmXU+aenSS5xFOrnc2edDc68e/rpgumbHzplciHBXx/imNE0JqRkcoud7R5MHShgrJdKw7Zwo+2rAah36wGs//KzmZVu29qxeUqLXioz/LkuuTHjKWDdWpaeWqeRNRUuDA9uM90n10282vK1M31/RzZsRcBwIJ46QwtEfaicaVc5M/L+VFTvzfty/G7atmQ4nqhEZR1Byn3uEwXHYbiuOfJYfNhojNDkHHPLb0+mATgLoJifrf+glu6SOkNglOdflzjTRdE5XvKlEU0TUYQG28LGReXZmkI11ZiNOuMaExXVlImuSars5Ik+vqkgI4bALa+0lZyAKNemsgTbeQwkLt7ymnM8nwy/tqn9D4rukb48n1pwAOA9gG4O8AmgCcUvxTX6KMkx3hMNDert66iTJhAjmY5LD4wPZj5ADT5wtL/SRVMZJcl5aSFM0scz0wQIyQMrkGrDXXu3aR9mR6SYeiHd+Io5UyykuLRBHYscO8khq1hJiWhdBafiuS63SrM1KqqmDrlZlrtbKQUARF8QmNgkDa8QVVykIumVODqZVuvLRXYyW9ri59s59mroEe8jSWUlLgwMSyAin9VMVIcp2Dud60txllhQ6slrXeW9pQGa+77lH/o3RLn1NtLlfGyXWXN4Cm7uGkhB8ACp12FBc4pJIFX1Dl+1gvKDGYXJ+Km2tlcg2QiXjnnl6J7ccTJwxN3UModztRP8GNQKZlIS4XMf10+8lPwFXMtctuw/SaVF3KSWjSy6uZa4+HGHi15Ho4hIpip9QWzm4TELE5gIj298GnvT7UlbuTVj90OWyYFDe4anW8qsufNzcbLwkBVL+r+nxhhKMiauNGtsjlkK4OTUibXGv03s7RXHuGyXGaJvh2m4CJZYXY92kf+nxhzK/TNteO+BUY1T7XWpMZgdTkesAvneSoTaCOxUT0+cKoLE49ASl2OSAIiTaNLGG4FZ8oipeMoI5RxZo1a8x5o44OYjDSlYUAgNebta73FEnHOVr1X3RCjvISPpCoua6sJJeDQiEgFsvbWA34wzjYOoALZipaIVFzmoG5zlSTNxDGnz9qly5/lRQ48IUz6zUPGgDICpqrV+u/8IwZUju+bMZp29FuLGmo0O+NLKezkxhV5ZexPLnetAn46leBd98FLrwwY10HWweSLomfOXkCzpiic4LR1kZu5ftUaSnpPuP3q5rrNeeck7ycfBo6vQF0DARw1lQds6XESFkIAFRVwXnwKGouW4bly07Db/b1IRSJScYBSK65BkhpiLx+kk5oLHY5cOXZU/HwW0dTevMCAD79NFFOpEZtLXlOHK1tJ4oith7pworZ1VJvZGUaS5leXYKmHp0rWvQzptairKCAXLtXmGuj+9SAL4w/H+zAVUumJvWwLS5w4Mwp5djZpGGM6dUQvZ7EgkA0d3RkpGmHSsIvh7ZcHFau1BkOkwXArrhC/YVVkus1VL8suT7RQ5JYeWmDnOUzqrD14y609ftRP8GNpu5hnF5djCKXPfOyEEEgJyEKc70GgFiT/Lk43O7FzNqSJBObDtVFZHQ6qvQqVjJ02AQMx8tCtLZfc58/qSSEMqXCDV8omvQ5lV7XblMvCznzzHT/pQRuN9YAaJp5hnQXPfGmExoBMqnxWNdQyuIoappUu4UMDKiXiVEU5lo5TlJZiCzBrysvxJ6TJGzR6hQCAHa7RnI9MJDwBWrIzLUoimgfCOAfVq/GH/a14nhX6on4YCCCaExUPRGy2QSUFrC5SiNf/jwLJk2ahEmT0ixikA/0WjdRZK3UstEliiK2H/NIl3906yt37iQ1g3V1ifuUyXVVVaLWKhTKy1hFojF8/Zm9uPY3u1KXl6Zt+DIoC8lU02//fhJ3/eEj3L35IO7efBC3vbAfe07qJF4DA+SgPX++/gvX1EgT5zLVdLB1ANc9tRuPKfrd6tLYmFh6XY68tOjhh8lt3KRloutIuxfrfrldGqe7Nx/Ev/1ur357OWWnFyD5hE1uruNpyKTi4ozG6qE3j+CfntyZ2aqIXV3kIKCXfgJAVRUKBvpRN6kOMxvI57Rb0TlC3i0EIMlZ8oRGssiM3Sbg82eRz5b80j6AxARZrTIjICW51tp2e0/14V+e2YsNfzxE/qsaaSxAJjU2dQ9rb8PGRmLq1Q7wSnOWRpeSP37YhlAkhquWpl6OXz69Cgea+zEcVDmo0n1KbV+XQxfkykDTzqZelBY4NDsoFMdXD0ypB9+/n1zNW6bRM1wluZ4kCJgEpCTX9RPcmgvG0PCBptcneoYxvaYY7mzMNaBqricBwFByGvpxxyDm6aScalAjntSKT6crR99wKMmEkuSalIWobb8j7V581DKAOZNS981FUydgrsr9AOC0CcklGKEQ+VxlUhZSWIhJAB7+SxNicfNJF5ChExoB4MJZNagqdqU11ymaAJIQpzvhVphr5Tj1DAfhstukVS8BspBMNCZCEIC5k/SSa42a68ZGfU0yc93nCyMYieGMWQ04bYp660+69LnWGJUWOkd9txAAgCAIFwmC8ENBEJ4UBGFu/L6S+P0ZREOjl6amJjQ1NY38G+m1bqLIuj1ko+tEzzA6vAFctXQqnHZBv75yxw5g+fLkWiplzbXcXAeDeRmrh986il0nehETSYKdxNGjRI/8w1xVRQ5WGuY6U03bj/dgQX0Zdq9fic03nQ8AONWr00FBLU1Xo6qKfMl4vRlremkvmb3+8vst6rV4ahw9qr4oCu2VvnMnsHs3uS8+dkZ1DQbCuOm5fSh3O7H1jouxe/1KfP8f5qJtIKDfbeKTT4g5k5tYuk/19JAEW5FcZzJWoijivWMeDIei6pPMtFCuGqlFVRWKB/tQ4O9GpJ+koF3e5NIQfygqlYUAdJGK5FZ8NPGsjncvSKkh3LWLXMVavlxby8SJJLWNT3zSGic6t+L53c3YtOdT7DxBThTV0tjTq4sx4A+jz6dx8NLapyglJSnm2uj2e3FPM+bVlanWfZ43vQqRmIi9anXXR4+S7ZZmFUHMmSOdnBvVtLPJg2WnV6Z0vqBoJtc7dpBbre2nklw39fejCVDUXCe34VMyZ2Ipqopd2H6sB8PBCDq8AcyoKUGh045AOCYZPYlMzHW8dKwJwIcdiQ45PUNBdA8GMa9OJ0FVoUCtLCRdci0zWA67IE1oVG6/QDiK21/Yj/IiJ269LPUka/3l8/DC19Unm6csf97Wlv4KshK3G00APK2n8EknqWunC8jIk+t1Z0/G7rtXqSboclQ7mBw/TnTpff4UrfiU49QzSFZnlK/AWB/vGHJ6VbF0sqiGZreQdN8Jsprr9ninEGGwE7UYUDfXiv7mSkoLHaO75loQBLsgCJsAvA1gPYAbANTHH46ALI1+U94VMsi2bduwbdu2kX8j+kWjV3NNk+v+/qx0vRdPOFbMqsG0yiKc0Kqv7OwEmppSDw7K5LqyMlFvFQzmPFZvf9KF/377OKZWkg+816/4EDU2AtOmJdd42WzEGGmY60w0BcJRfNDcjwtmVqO2rBAL6sthE4CWPr/2H9EesEbMNQB4PBlpCkaieO1AG+rLC9E9GMTbHxvoEBEKke2npomWhTz6KKkRdzqlsTOiSxRFfP+Vj3DKM4zHvroYM2pKUFtWiJXzyBUE3bZpR4+maqL7FN1+CnO9bd8+w2N1vHtYmrTz3jGNGl010tU3U6qq4Pr/7J13fFxXmf6/d7pm1Ku7Vdx7UezYTnMIaaQ5xSEJJKFDEuJAgMAuCz+WDYQeB0gCKSZAIJUQ0knFsSUX2Za7JVuyrN5GvUw/vz/OvdPLHcW7m2X3+Xz8sTUzd3x0z7nnPOc9z/u8Xg++k7WcOlQjLw1zDBFCMBYlCzEbDTE+15q0R0vWGouOfFZXy01kosgnyE2K3x/UESfqu6beUSwmA2fNKuTfXjzMH6tPJYzGpnQMidd/4YgTudYzpo60D3GwbZCNldPill6uLM3DZFDij636elm4yZI8GsicOXIz0t+vq02dgy5O9saP8GuwmgwYlDia6+pqSc7S0Fxv7e1lK8REruMlM2owGBTOrChge0NvMDmsvNARLGIUU7BFI9eJpAVxItd/N5rZFja3asmM6Uau42quW1rkvYjz7EU7RhgNCj6jEcXni+m/H79eR13XMD+5dklcuz1FURKWrY8pIqPZ8KWZ0LgVGGqvD8472qY7PIlSUZSEG7XoNsXIQqKLp8VDVOQ6+j45R90RkhAIOYYkk4RAgsi10yn/JGtTWORacwppPboX0XGExp7RmA1gf4LS5xqyM8z/491C7gGuQVryzQeCI0II4QJeAC49ra37347WVkkak2kHtYjfBK3Uqk70MiXHRmmBnfKiJPpKLfKydm3k61rSkqa5jopcp4uuIRcv1rbxYm0bz+9p5atP1zJvUhb/9jEpsYhJXEi0uH+A5K5w7G2WGtozy2UfaMkwrf1JorHxounxEEau08FbR7oZGPNy74bFFGdZeXq3jspyJ0/KhTvevcrLkwv4c8/BZz6T9r37485mXj7Qwdcumsvq8nArNwdFWdbkBT8mQK7TcQvR/u+iLGtEohdIuVFNInlPquqMGtQ+zBcestSCBuHk2u0LIAQxmutwnem41xd832Q0YDUZYuUO1dWweHHiCCPELSQTD429o8zMt/PADcspyrSyq6kvYTRWS1CLm9Q4OCjvU5rkWg+e3dOCxWjgqmXxAwt2i4ml03OpbogzturqUm9sIfQZjaTEQUvfWHA+euR9GfFLpLcGSZYcFlNs5LqqKvmpQzK3EJVcD4x5GBjzJo1cA6yrKKRryM2bR+TzU1bkIMMsl/oYacjQkJyvE21EHI6QlaK6xgxb7QS8HjpVl4cPSq690ZrrKVNCmw0V/oBgYNwbGbk2GPAZTChRyZXvH+/h8e0nuWXNTM6bq+MZjoI5uojMBMj1iEHOBeaALzhGu4bc5GSYI/IH9MJiVGKt+OJJImMuTGHFN+KOsSPUS67juoXoObUNJ9dq5Donw0xxlpVxr5+OqJO/VLKQ7P/pkWvgZuD3QojNQLwQ0FEgBZv4P6QFzZIokaUNfKAiIIGAoLrRydpZhSiKQnmhgybnWGyCAsjF3WKBFSsiXzeZJOkZHJSTr5bQCGmT6/5RDxt+vZ1NT9Wy6ala7n52P/6A4MGbVgR3+xEPkRCxHtcaThO53tHYh0GRDgUapqnlcxOivh5KSxP7fGrQksB604ioIguNTM6xcc6cIq5dOY1367qDC13SNkHiyDVI8n377WndO58/wE9eP8bZswv54jmRj7+iKJxZXsCORmd8ze7QkNSmR7dJ01yfBnK9o9HJpGwbV6+Yyr7m/gjN/uPbT3Ltw9W0xJP4RFeNTAC/enKUE3CTaTWiKNATtjho2tsMc2LNdbgsBKRuN4KcBQJSspOMnIHuQjJNvTLJLd9h4cGbVmAzG1g/L/7vOjU3A7NRoSHepltP5GwC5Nrt8/PCvjY+urAk4VEwQOXMPA61DUaOrUBAzgnJjqU16CDX3/zLgeB89Ni2kxRnWVOSSLvVGKm5bm+X2tjowEQ44rmFRBWR0eRV8ZxCwrFWjaw/tbsZRYHSAkdw8xaXXCfbsMWJXI/bHJj8gWBewLGOYUqyrSl1w9GIV600keXd4LgXISA/zLIuqLmOItePvn+SqbkZfOvS+Wm1R4MpWoKhJ/cpCp0euWZnGwU7T/bh8wciCshMpE1CRBHZujpZPC1Z/6Wy4hv2BKVoGuaUZGE0KKwuS7yJhDC3kPA26ZkTwsqfdwy6MKlJicWq/3dDlCVwfwpZSPY/gea6FKhO8v4AkPeBWvN/iEQqj2uISGhMF0c6hhgY87JulnyIyosceHwB2gfiEMeqKkms4xHGrCzZ1kAgMnLtSkH4whAICL76TC29Ix6e+PQq3rn7XN65+1y2ffN8yosy45c57emRpD7ezr2kJDKC194+oQ3IjgYni6fmkGULTerT8jJoTaa5TqU50zCByHXXkIt/1Pdw9YqpGA0KGyunExApKvtpbYLk5PqKK6RONQ1yfbBtkCGXj42V0+O6p5xZnk/XkDu+f6nWpuh7FR251k5H0rTiE0Kws9HJmooC1lUU4vWLYBa8EIJnVMu7uJXBdJLroUx573L8bowGAwUOa0TkWiMz9ihZSHhkbMzjjyDfDqsxWFgGgCNHJAlKRa51WFBq5bDLVA/rpdNz2fWvF3DjqhlxP28yGphZ4IgvF0vUf+EIj3zqhHYys7EyeaQw127BFxCRhLG9XSbB6olcl5dLUpuAXAshONw+xBVLpwTnoze/em7KY3wZuQ5rUyq9NeiKXAc9rgsSy0IAZhbYmZqbQdeQm6m5GdjMxmC0NCbRcng4LXLtMlkwZ9ox42e7auF6pGMo7ag1yLFlUOK4hcT1uI4lWKYguY6cD8Y9fqbnZ0woQizbpeANREWuc3KSu3JEoUOdAuYVWBlx+9jfOhhR+nwibYKoKL+edSYJuRZC4Bx1x8hmyosy2f/dC1k5Mzmdixu5rquTz1SyfIew8ucdgy5Ksm0YDArF2fHt+PrHIv3NATnHqfK3b1w8j6e/kGJu/G9AOuR6GEiiT2AW0JPk/f9DukhVnRFklM9gmBBx1CIPaytkBLVc1VfGJBV4PFBTkzjykpUlbaZgwpHr32xt5N26Hr592XzOnVNEeVGmJNUqqdXM4iMsd5IRRo0gCiHbv2oVfOmIRcA9AAAgAElEQVRLutsDcpKubRngzCiN5bR8O51DrvjuE0Kk1qFqmAC5/sveNgICrl0piUdpoYM15QU8XdMSm6wUjro6GSmPJzGaOVP+/ZWvyL/TINea1CKRDnWNeoQeVxqSqP8SyUI0Xb1Ocn2ie4TeEQ9nludzRmk+ZqMSHPO1LQPBxL6+0ajva2iQBC1ZroOKfptsa6ZXEvTirEhyrWmnbVEJjZGaa19k5NpiipSFJJJkRUPbDCSRhbQPjOPxB4IFYkBGfpLZSpYXOuInOutJHJxA5PqZmham5Ng4K9p2MwqZ6pww4tY5J0TDYpHabC1HIgpdQ24GxrysnJkXnI9yMpIX+wAZuR4Lb1NVlZwTk9lHJvO5ViPXTb1jKAqxFo1RUBQlGL3WNlHa5i2mAp42LyRCWP95ep0MWR2YLBbsBqhu6MXjC9DQM5LUVSIZLKaw/IMkBWT640gDgpFrf2Tk2uMPpGUJGA2zISpy3dKSnt4aaHXJ62flyLWwuqGX7iFXMDqbLoKVXaPJdapxnoRcD4378PoFhZmxEeHMJImMGoKaa39U5Lq8XBLohBdGykI0GUqm1US2zRRLrqP8zQG47DK4Tab4TcqxMTU3idf3fxN0+1wjC8d8QlGUH0e/oShKHjLB8fXT1bAPMy677DJdnzvRPUxFUWZM4sSxziFa+2R02GCQkoPwyCggo8BtbakXeEUJJqTpbZeG7SecVBQ5grtpbSJu7BnlvPANcW2tjEInirxkZUFTk/x3QUEoCuN262rTrpN9/PTvdXxs8WQ+eebMuJ+JW+Y0no2bhpIS2ebhYekl3dYG770HQui+T3ub+/H4AzEay2l5GQSETHCaER1F6uiQkTo9i3turuw/p5PLbrop5ceFEDy7p4XKmXnBvgL4+KrpbHqqlupGZ6wPuIZkE/F558n+00i2FvXXca+qGnqZNykr5mhRQ1mhg+IsKzsa+7hpdVTfJtKma+RaI4lRspDLysrk5JoCGqFfU15IhsXI8hl5wYJJz+1pRVHkeh5TOGnzZrk4fPzjKf+PHksm5cDlZeXMuOwy/vFSY0Qk3BWMXIemWnOU5jo8oRHiyEKqqiQBSmUtl58f4ZITr++06Gf4+EmF8qJM3q3rxucPRPpg19Wllj/FIdfJxlT7wDhbj/fw5fWzUkaIM62SMI64fBRrQcV0yLX2ufp6Vv/45zF1k451SlIbz8otGezmqP6rrobKyuQJltqcGUauL9MItxq5PuUcZXK2TVdEdu2sAp7d0xpMSI0rC6mulkGTX/4y8ReF9Z+r28mgLZNLpk3DPj7KA4Mu3j7ahdcv0nYK0WAxGkJJlv39clObLHJtj45cmzD4fBFjyhcIBMnoRGAyKgSEPE01GBR9Qa4otIxLQsTyxbxqyub94710D7snLgsxaJFrdZD298uT21TjPMot5KJLLmX3yT7eOtIVDAIkmrtTwaBWm41wC9FD+CPItYsl03K57KOy/156pi7G6zra35zhYVlH4kOOdMj1vUiC/Q7wO/W1pYqizAa+CTiA+05r6z6kKEy201fx5pEuPvf7Gr760Tnc+ZEQ+dta38MtW3ZFTOS3nVfBNy6eF/kFPT0yQqfnoVYr7Olpl4ZDbYNUNzi5cXXoOLjAYSHbZopNakx1rJmZGYoy5ueHHma3O2WbhBB858VDTM3N4L5rFifM4LaaDFiMhkjNdX29fFBLS2MvCD8i37xZ/ruzE06dojDe5+NgR6MTo0GJ0FtDqIBDa/9YLLlOZ3E3GmXfOZ26+u5oxzCNPaN87urISOFFCyeRZTPxYm1bcnKdqKiNooSINch75/WmHFMur5+apv5Y0hzx1QprKgrYfkLqriP6NxE5S6S5NpvBaKTQYEgebVOxo9HJlBxb0GlmXUUh979dT9eQi7/tb+eC+SW8eaQrmDADyEXr8cclsZ4yJcE3h9BlkSR1puKnoLCQ4qx2DreHrNPGEmiuw6Ot41Gaa7vFGDnO41lgxoPBIKPX6qYkXt9p8py0yHWhA69f0DYwHqn31bOQxiHXycbU83taEWEnM0m/Wt2QREho6urkJkzHqQMg2//ee3z31SY8QuGvt4fm27pOaaGWyA85EexWY5AM4nZLInDnnckv0oh0mCykMDpy7RxNqbfWsG5WIVaTgcVTpQNMRjxZyM9+Jjf4t96a+IvCrBQ9zn6GrA7KC/LIVN3cHtt2EiBpJb9ksJiMoY1mEm1z0DEiJnJtQPH7IsaU1yeCMoqJQIt6ewMBrAajjFxH5xqlwMnRAIUARiPrKgp4fPtJAoJgdca022TSqiGq90qv3WtY5FoIwX3vtvFibXvER2LWsDRgMighzbWW7/CRj6S4SGqutQIyFy20BfuvoqiNf9RHCiCi/c3ZvVtGRf47KzDrgO7tnRCiBrgamAdsUV/+KfAQkAFsEEIcOe0t/BCirq6OugRHiRr+tFPKJH7xVj1VqhVPa/8Ym57ax5ziLF68fR0v3XEWJdlWOofiaD71eFxrUCPXetoFUrd825N7yXdYIoi/oiiUF2XG6mOrq6XdXaIFK1yLFuUWkqpN+1sHOdY5zBfOLY+N3odBURTVzzIqcl1REYr6hEMj13/9q3wYP//54O+i9z5Vq3rr6COy6XlyMmqJ5xiiR4cajoICcDp1tUmTNKyPyoC3mY2sKS9IXLFueFhG1PW2KWxjkqxde5v7cfsCQc1+IqwpL6B3xE1DtG43kWbQbJZjKJpcA2RkUNfWlvJeBQKCHY19nFlRECT062YVIAT8+8tHGHb5uHVtKRaTITJy/dvfSjJx991Jv19Dt0swYsmg/dRJ6urqKM620jviDuoQtUhhTIXGJAmNmdYwWYjTKQljKr21huLi4H2L13cne0exW4xpLfJxHUM0+VOqMRWHXCcaU4GA4Jk9LaytKNC14CeUhcyZk9qfXMOcOTA2xvFt26jZf4iBsI1WXadM1EtVmjoaDospZKW4d68kN6n6L07kum58nDqQkWshtfLJbPjCUZxlY/s3z2fDcjlnBzXXWuS6sRFeeAG++MXk1fQcDhlNDgQQ/X0M2Ry0+r00uORxfs2pfiwmQ1qbtXBYwiVSSQrIaBvg8Aimoij4jTJyHT6mvB9QFhIhd3C75WY1TVlI42iAOqCuuZl1swrR+OdENddmg0b41S/Snh89mmtVRvf76lM89/Yurp1l4KU7zuKlO87ira+ey/J0KtdGwWhQQprr1lZZVTdVm1TNdd+oB48vwOQcW7D/Kooz6R52R+RWRfubs3On/FuTfX5IkdYIFEK8ikxsvAJpzfctpD1fuRDi76e9dR9SVFdXU61Fc+OgfWCcf9T38Ol1ZZQXOrjzqVpa+sa47cm9+PyChz+5kqXTZVno4ixb7LE0pJehrFbYS9UukLvXbzx7gLaBcX514/KYDG+tIlsEUtlIhZPrKM11qjY9vbuZDLORK5amjhJm2UyxmutENkQaQbzvPpmM8uMfy4WiqkrXfRrz+NjfOhDXdmtyjg2jQYnvGFJXJ7XBeo8RVXKtp03bT/RSXuRgUk7sBL2mooDmvjHa4iWjpntUHkauk7Wr6oSM7K8qS5aKEbIui9Bdp9KmZ2UlJNfVp06lvFfHu0foG/VE9N+SabnYLUZeOdDB1NwM1pQXkG+3hKKMHg888ICMvCxdmvT7NThHPQxkZFHT1EB1dTXFWVYCQvrHAoyr8oCMCM11pM+1rOAY2sDZw8nZjh3yb73kOiyRN17fnewdpbTAkfCEKB7i5mJ0dEjSrDdyHbYIJhpTO046aekbT5nIqEHb9MYl13qhEgFrw25cbccifLOPdQ4zdwJaYrslTHOtJ5kR4kauq91uqhUF/H6G+odwjnp0R65BHvdrWnptcxfUXG/eLP/PL385+ZdoycTj4xgGBxmzZ1Mz2M+O0ZDf95ySzEi5UBqI0FyniFxnmI0Rm1QgSK7Dx5TH/0FlIVqUWEzIKSQQEJwc8lEFVDc0cEZZfpCwF3/QhEbtXtXXy/4rK0t+oRq53nOqj++/fIQK0c4CQyeLp+WweFoOs4pjZatptcsQVipe7zqjykI6VIeryTm2YP+FfPVDHCTa3zw4J3o8ER7wHzboGoFqBcZ3FEX5jBDCLYR4WQjxEyHEj4UQLwghklgn/HPD5w/w1pHI44nn9rQSEPCpdaU8eNNKRtxeLtn8PgdaB/nZxqURu/xcu5m+eNXP9BSQCX5JblK3kMPtUgJS3eDkF28d5/XDndxz8VwqS2NJUXmhg45BV8iyrK1NHovpJdd5ebrdQkbdPv5W285lSyYnjVpryM4whyLX2hFUogdZI4h9ffDZz0qCvWpVaLFLgT2n+vH6RdxEPZNR87pOQGRnz9YfOVPJdTSiTw+8/gC7TvYFE5WioZHIHfF8f9Ml1wks3bqHXBEJUVUNvSyZlpOy72YW2JmcY4ss+NHZmVybnpUVkhdFketECY19o57gOH9+r3x+1oSRa4vJENwIXLNyGgaDQp7DEkyW4plnpNuEzqg1gHPEzYgjB0V1xChSE5a61VLHcd1CTCG3EJ8/gMcfiIpcG0OEsbpaLqLJyp6HwV9YhK+jM+H7Tb2jlBWlF2XMd1jItZsjkxr1jqnMTEmsdTgHPVvTSpbNxMWL9JW216rHBaP8Ho/0c0+HXKufnTQ2gMVkCDpg+PwBTvSMMD9NSQjIvg66hVRXS+nT5MnJL4pOaBQC/H78dkk23t0p73cqj+tEiJCF9PfDY4/BDTeklj5p5Hp0FOvwIIHcHBQ18rhOTYSfP8FkRohDrg0GaS8Xhb5Rb1yrv4DRFJPQ6POLD5bQqBHZQCBpND0RuofdeAKCgMkEHg+ZVunJDkxYc639PsHiNnoLJVksBNwebntyL1PzMvj4qhlJk5fTRUTkesLkOpSMWBE8JZPzaYy/uRAycq2Nyw+xNETXCBRCjAD6Zvf/ZfjjjlN89vc1vH6oA5C71qd3t3DWrEKm59uZOymL/7hqMSNuH7evr+DChZETR77DEopcO52y/PSuXVKnZzLpK2ShVdiLg0Ntg3zsgW3c8MgObnhkBw+8fZwL5hfzubPjZ/hrUaogudPjVKAdK+bmykVCp1vIKwc6GPX4+fgqfRNXls0USmhsa5MLdqIHubBQalQNBrjjDvnamjUyOTNFuwIBwZbtTVhMBioT2BFNy8uIX0gm3chZYWGMz/X7x3tY/9P32HY89PqB1gFGPf7gghaNuSVZ5NnNiV059BS10RDH0q2+a5jzfvoen9qym0BAMOzysr91MGF7wqEoMrq9N7xUdaoqluFH1eHk2maLS66dI24uun9rcJz/dmsjpQX2GGeF9XOLMRkUrl0hI1H5DrOMXAshNagLFsDFF6f8nUL/r4exrJyg3ZxmJ9WjJgsFNdfRRWRUQjEWh3zbrabQ5raqSkbRHfpI1QGvFW97J3uaYseB1x+gpX+csgkQtJkFjkg/cL1VSMPIWRDDw5GuGEgJxisHOrhy2RTdFmpZ0ZHrxsbEhZISYcoUXBYb5YERygsdQelVk3MUjy+QdjIjhPWfEKlP/TREWfEFXHL8dCty4/rAX2QC1+ySJBKOJMgIl4Vo0qevfjX1hWFFwjLGRjDm5wfJ0VmzCzEbFZbPmLgDr8UUltzb0iI3IXFkfv1j0jEiGgGjCWOUz7XXH0ituR4fT7hmBv2b/WJCBWSCcsGwZML1c4twWIwR1RnTgUb4Pb4wIqvTEcfrctE36uGhm1ZiNymnNdorNddhhN/hSL1hU8ufawVkJoedxE7Pt2MxGjim5jvE+JufOiXXJS1/6ENMrtNJaKxFVmb8P4ThxtUzeWFfG9947gCLp+XS2DNC28A437wklKB47cpprC7LDybChSPPrpLrQADOOUd62mqYPTumUlVcqAmN8fCXvW1YjAYevaUSs9GA0aCwfEZuwqOgcH3lwik5cnGw2ZIfk2uRa81aLpxcJ7HkeWp3M7OKM1mhc3LOtpmDEcGU1alMJqkTr6wMJTyuXSsX35MnYd68+NcBD753gneOdfO9KxYGo2PRmJZnjy2n7fXKBf7aa3X9PkDcyPW7x2RCx7N7WjhrtiSv2084UZTE1eEMqul/3HLQdXUyYTFDp11RQYEcd93dkJ3NuNfPF/+wByGktOOR9xuZXZKJPyASRtKjUVGUyYu17bi8fkmeUmnTw09DwkvbZ2TEWEsJIbjn+YMMjnl56KYVQY1sPH3qTatncP684iDpzrNbaB8YktrY2lr4zW9SJw6GoXfUgzs3HxpljoWmZdYcQ8bjkWuTEtRcx3s/02rC6xe4XW6su3YlTziLQpMxk+U+N3dvqeKayd6IU4WWPlkgqnQC+ticDDOD4U499fWyL1Idl4eT68JC+fx961tw+eWyGiiyaMymp/aRnWHirgv0E2NHNLlON98B6B3z0p07mSmuQWYVZ/Jezyidg67g4j4Rcu2wGPH6Bd4DhzC3t8O6dakv0k661E3Ho28fxQJY8nJhpI/7L6nAcOaq4LF5uohwC3nkEVi/Xp/0Se0/0dmJUQSwFOSDsxf8fkqyrLxz93kR5ChdROQfJCggA/JUKi+O9j1gNKJEbdR0WfHdfTds2wYHDsS8FeEprZHrNGQhzU6NXIf0zp8/p4INK6ZhNU3Mezsich0IyLG+fn3qCy0WDF4vMwscLJiSza49e+Tm6uabQzUyPgBiItdz5qSeP8Mi12ajEuFWYjYaWDIth91q5dwYf3NNb33FFfCXv3yoyXU6ZyffBT6nKIqOHv3fA4vJwAM3LCcgYNOf9/HkjmZy7WYuXFgS8bnp+fa4hDbfYWHY7cP70suSWH/ve/DKK/LPa6/pa0RuroziRkX0/AHBSwfaOW9uEefMKWJNRQGryvKTTjxSjxmmedJjI6URIc1DWSNDSSLE9V3D7G0e4ONnTNet+coKL3OqJ1v63Xel84OGM8+Ufzc0JLxka30PP3uznquWTeHmNYldMKbnZ9A17MLtC5vYm5pk5CmdyFlBgUwYCus7LXr2xuHOIHHYfqKXBZOzk1asW1NRQGv/eGzFwXSj6QYDFBVBVxdCCJ7e1cypvjGe+PQqLlpYwk//XseW7U1YTQZWpCg0oEFz7AhKaerrk2vTtTGVkREpsYkjC3lqdwtvHe3iGxfP5ZLFk1lTUcCaioKI40YNJqMhIpqd71A119u2yRfStLPsHXbjy80LRq61yFRQFhLHLSTcik+LbEe7hQC49x2QpDSVv3UYGhRJhsy9Pfxxx6kIm6yJ2PBpcFiivJv1yp80cq0VkunslL9T2GnNT9+o41jnMD++dklatmB2i6yIORpNrpOVg45CVYOTxvxp5Aw6mVWcqb7WS13nMEaDEnwtHWi2imLzZjnGr78+9UWKIje0Ph9b63t4+M2jAORPkpvXxVnIYMcEYVXdJowdHXL+0zvO1f4bOtEEgL24IBQw8XiYnm+fsN4a5PrpDpeFJJgP+sc8cWUhfpMJYxxZiFZaPSEaG+HgwbjkTIsS+wKq5jovT/fJEcjItaKAwRoi1xaT4QN5MZuCPtcivUJJZjNmn5fJmhylq0uuUWnUVkjaLoMS8rmuq9PXJo1cD4wHC8iEY3V5PgdbBxnz+GL9zXfskGvABRfIn5N4+v93I53I9SeAZuAtRVH2A/VA9Lm4EEJ85nQ17sOKDRs2RPw8s8DBvRsWsempWgA+va5M9w5VI0viZz+TE8u3vpXcgD3ul0iCc/6qteSUhianHY1OeobdXLlMpy0VMqt8Sk6GtONzuWRE7667kl+UJHK94ZOfDH5s1O0LkvY/7GjCbFSC2ex6kBVe5lSLnCU7ggpL9hh1+zDl5GKdM4cNIyOg9qHHF6C+axghZATszqf2Mbckix9cndgWEGTkWgjoGHCFIoF6j8pV+AMCT1autNo56yyYMoXeETfHOof5yLxi3j7WzWsHO7hsyRT2NQ9w67rSpN8X1F03OkMEUkscvOUWXW0KQi0k01+0nMZMB9+9dD6ryvKZVZzJxfdv5f3jvaybVaD7CD/cYWVWcaa8V8nImTqmhN1ORC9kZLABgv3X2DPCv790hLNmFfLpdSmSe+Igz25hcNxL4PB2DDNm6LLf06BVOKOggA3j43D55VhNRnLt5qCH7LjXj9moRGxozUZDMDFJI4YZ5kifawD/tu3yBZ3JjIGA4BhyAf+XygJuOZBJc1Zp8H3t2ZsQubZGFbapr4clS3RcGCULaW1lA9CfmcvB1kEae0d45P2TfOLMGZw/ryTh18SDoihkWkyRketEhZISoLqhl9KiaVxftw1x47U895taqhqcDIx5KSt0TCjSaLcYyRsbxPznJ+GTn9RlGwmA0cjQqItNT+1jfq5VjvOlS6Xb0dBQqquTQlEUMsxGCg7tlS/oTZANI9c5QPaUYjZkLoPnn5fBk2Qe5zpgMRml1E+oEowEkqzEkWtJrjdcdVUwYur1B4IJhAmhkcvqarjqqoi3QrKQwIQKyLT0jVOSZePqwkL9fZ8CZkNYNL0hzUJJwGSHnFM2aNr/sdOTJmc0qpFrt1sGl3TUa9Cs+DoGXcFTj3BOtaqsgF+/28DeUwNBv/hg3+/cKYN9kybJteNDHLlOh1zfGvbvZeqfaAjgn55c5+TERhCuXDaV94/38pe9rVx/hv6HMd9uYWHnCSzvb4Wf/CR9Yg3B8tWffXAbV1x/PnecL9v3131tZFpNfGS+Dt12GMqLHDQ5x/TbSGn6WG1RCyPX2r0aHPNyxa+3ccoZeqg/tmRyTOnVZMi2mRnz+GUxizQSB7uHXVz2wDbOKMvn12vXkvPyy8GSvz/7ex2/2doY/GyWzcTDn1gZUdQjHkJe1+Mhcp1G4qA/ILj58Z2UVndxL5Dj9UJODi/tlx6kt58/ixM9I/xlbxuTcmx4/IGEVRA1zCnJJN9hobrRyXWa40JXl9S4phO5Bigpwd3Wwa+2t3H5GbP4tErs8x0WfnrdUm5+fBdnzy7S/XUzVLIfLBtfXw+LFyf8vDfDjhkYNduIiB1mZJAzPAw5Obi8fr78531YTAZ+et3SCSXqaBERUV2t7/g+DGMePy5vAKWwkByQx7VIaUjXkAshBAfbBoMFkDSElz+Pl/Co+Tcbdu6Qi4hOX/aOIRcdFjmu1+cJbjl3AU/sOMWZ8zq4ZPFkmpyj5GSYybOnP8c4wpP00pE/RZHrlv11TAeqj7TxxV/J04LyIgf/eumCtNsEkvSPuMLIdZrjfPsJJxXz5pH7voD+PtaUF1B1ohejUWHJtIlZlNmtJm6qfQ3F5UodmAiHycTuEz14Vwp+dPlccv6dUCT3NOhkMyxGSvbsk4RLr2+z2n+uU1IekTeliByD+gynUYE3EYL5B4ODcozEiVx7/QGGXb64kWthlM9KTmYmmEwEAgJfQEdCYxJyHUxo1DTX6RaQ6RtjRr5dtilKDz5RhHyuRXrrjMmMEZiqkuucYSl3SrdqaiIE3UIaG+X8pzOarslClqmJnuGcauXMPIwGhZ0nncFof75D9eveu1c63BiNcuPyz0CuhRATP/uZIBRFuRjYDBiBR4UQH4oiNYcOHQJg0aJFEa/fd/Vibl8/K63IUJ7DzGd3/xW/w4Hxs5+dWINUcu1vP84P/+Rj8bRcVpfl8/qhTi5aOEl3dFFDUZZVRrmq98kXUpHr6Mi1tkFwuTh06BCBgOD+vS7aB8b58TVLyHdYUBT5EKUDrQT6sMtH3vHjuiJn/oDgzj/vo3vYzeuHOhlaVknz734Hr73G7Asv4pkamXx669pSAOZNzmJaXmov2fBCMkHU18t7UJBah7z5rXq2n3ASEHLnfqimBgwGqhoEWVYTS6bmsGH5VDa/fZzibCsmg8KqOO4u4VAUhTPL89nREFawRa8fajRKSnDtP4S7p4lrSksiovjnzCni9bvOTsu5oCjLitVkoLlvTBc5GzLZKACGFHMkubbZONTfjzh4kCeOBTjcPsRjt1TGtSfUgzyHhUlDvRhbW9OSX4BMZgQwFxdyCKC6mkVXXEFxlo3uYTdP7mzm/eO9fOeySOKoJXEJIYKyEIc1jFyr/7bW7NJXPEZFY88IvQ6VEHZ3c/Wqcqpq+vjas/uZXZIlbfgK07PhC7VJRq6FECgnT0rSoGdMhZHrwXEvL760g/OATJubR2+uBKCyNC/GYk1/u4yhaoh1dXDJJbqvbekbo7lvjJLKxRx6BHjzTdaecQWvHZJuKxt1FLKJh0x83Lz3FYbP/QhZC/RvGoTRSIdzhIsWTmK6wyjHlM/HIvjAkWuQ0qRpx/bDypX6I85q4CSgumYUTi/h0MEaABYlKKudDqxaQmMSVw5NGhBPEhdQkx8P1daCzcbseTItLKUspE+tCRDHPSoYuQ6okevVq3X9Lhpa+sdYU1HAoUAAentZlPqSlDCFR67r6mSStw4nsVFhIBuYbJe/06GTsujPotMVudY01+nkO5hMCJ+PzkEXkxep618Yp8q0mlg0JZudJ/s4b64M4OTZLbB/r9zQafJO9XT1w4r/csKsF4qiGIFfA5cAC4AbFEWZWHjjNKOmpoaampqY103G9M30iwd7uOzY+5zacGOQJKeLMYckt1P8neSPtbLpqX38cccpht0+rlym/5hbQ1GmLIQhqqqgvDzkHpEI0ZprRZGTt9tNTU0NP/rjq7xzrJvvXLaAjWdM54IFJXxkfknaxRmyMyRpHx5xSXKmQ1t5/1v17Gjs48vnz8IfELySWUoNUPPCC7x5pIv+MS+fO6ecCxaUcMGCEl3EGmBStg2TQYksJKMzcra1vodfvnuCq1dMxVQkjw1r9uyhpqaGqoZeVpfnYzIauHr5NISAF2vbWT4jN2FyZTjWlBfQPuiipS9M2wxpR/QCRcVYnb2UBTpprj8U8/68SdlpbdoURWFaXoZslw5t+oBJTroDmEJVyQAyMqgZGuJXz/yd5/a0cuf5s/jI/PTkBOHIt1tY0X5M/nf1m6gAACAASURBVKD3qFxFz4iM3NlKiuWYUv1Xi7OsNPSM8B+vHOHs2aGNmwZLWGQs5IMdKQspGB3AdupkWm062TtKn12NAHV1sb92L5dPGcdmNvKFP9RwvEs6YkwEDqsJX0BIIpTOmNIS4kZG+Pqz+8no7qQGODHcH3zm0p0HwpFpMzPi9kvy2dmZ1jivVm0r55+7Uvbftm2sCzsdmkgyI8D0N1+heLSfllu+kNZ1AaMRn8crk4Q9HtkmjQSehsh1puJnWuOR9Ma52n/mDnmiZi0qpKatjRo4LZFrs1ZEJqnHtZQC5scZJ1rkWluTNf2vOZlbiM8n76fRKCU3UZsELaHRNzomI9xpyELcPj+dQy6m59mpcbmoOU3a5mDVSO3505M4CAz65Wcm2eT1wb47bZFr1S0knXwHVXPt8QeCspBoTrWqLJ/algE6B10hf3PN31rb7PyzkWtFURyKolygKMpNiqJMfFVLjVXACSFEoxDCAzwFXPmf+P/956K9XQ7AqD9THt6MQQhqr75Z19cIISKqFwG81yUnh8V5Zm5ZU4o/IPiPV45SmGnR7ebA+HjQi7Yg04Lb65dH5XomYpVc91ozaewZobFnhIDFyuDACLXN/bxxuJOrl0/lE2cmThCMC79fJi6q96qk8xRlfW3433tPV+LgP+p7+NW7J9hYOY27L5zL6rJ8fttrRdhscOIET+9uYWpuBmclKhmeCAMDmIwGJudGeV3rSOjoHHRx19O1zC7O5N6rFnP2GulaMto3SN+om1POMdaq9nYzCuxBK8A1qSzvBgagvp5z6KOsr42D7+6S9233brnRSbFARDhBAA1GBzafhzVTJ0bGALn4hkVIZuTb5WZEhzbdqcjI2ojRElFOnIwM/C43L9a2cc6cIjal4S4RD3kOMyvajuK32WBZPKVbYjhVcu2YrE6DWlJjtpVhl48MszGuXCV8odQi15ljod/RYTGFCH+CaLrHF4jwHAepqbZk2BB5ecFFJ9du4Zc3Ludk7yjdw+4J+yRnBzyU9bUxfuhoKNqXBrneuq+Jvx/pYr1DJWSnI3Lm91Mx0E7WqQaZvKy3TSq2N/RSmGmlYs50OYd1dlJW6GCSWuhj/kRKegvB1Ccepr5gBh2rz07rUo8wYBSq/EsjrhaLjB7rjVy3tYXWl4aGiOI9C7sbMXs96Z3QqP3n6FVJTG5u6GTydMhCNJ/rJOQ65BgRx4ovysJQcx4xJZMLas5a69bJNW///oi3tefTMIECMm394wghDQzCqyN+UNh6uijra8PaeAKOHtU9zgfVKaJEJdfBxOLTHbmuq5O2wXoChKrmGmBygiTPVWUFeHwB3q3rDsmBdu6U0XqtPz7k5DodzTWKonwJ+CGQjdRXfxToUhSlCGgB7hRC/PY0tW2q+p0aWoGk5zMjIyNUVVVFvDZlyhRKS0vx+/3s1GxcwjB9+nSmT5+Ox+OJG40uLS1lypQpjI+Ps2+flEkcV50qqqqqqKiooKSkhJGREQ7EsfWZPXs2Rc3NDFVWEhv/k7Xk35l3NnVYY9oO8pgkOzubnp4ejh8/zrvHunn4Hw38vysWMn9yNkuWLOGZhlFWAoPODuhs5jMLpnLfa8dYtmQyXo8bU0YG7e3tNDU1xXx/ZWUlFrOZlrPOokVR4IEH6DnRTVb9bnZ0dLB69WqMQFNTE+3t7THXr127lkYyEMBXXzvIzsMPA/C4x8+ud/fxx9kWJufYuHWhNaYqm8ViobJSHg0fPXqU/ig7Qdtvf8uKJ54A4DBSG3Qv0PEIdAAOkwnNTGr//v2Mhu3GhRBsevYYc2bO5ntXLGLv3r0ss3ax+eAJDhcUYzp0iHeq9/H1j5+P0aBQU1ODJyqCUVhYyBx1Etu5cyd+v18+4HffDb/6FTneYlr75UJc9eKLcgNls0n7QuKPvV++fRxng5NvXreE3q52Lj1vIR5g1+F6hjPycHmGyei3UlXVQWlpKdesnMauE53kDDVSVRVp/Rccez09HJg/P6gjvBfgEegBioChRYs4FGfsz5s3j/z8fF7ZXc/nHvgbX79oLqvVpMiX69r4JjA3QzA0NBR3bC5ZsoTMzEy6urpoiOPAsvzHPyajsZH2V1+lqbkZuhs5Vt9DVe1BACpLS7EALS0ttLS0RFy7vbOTlYDLZOXN7fsZnSEXVtHfz7GxcUwjXWy+fhlGg0JDQwNdUZOs0WhktRrhqK+vpzfKS1wbe/kOC3lN+3l9ehl5u3cH37fZbKxQdamHDx9mMCpy6HA4cLrlxqdltJ/jAA0NVFVVMd7Sgaenix9+5WpKsm3s3bsXV1gRlVNH2vH29gbJ9bRD79Ay9wpa//3fYf16OgfHmXpiNwGTGcPKlaGxF4aHdvZA9iT+8JnVwb7ZUX2YXJeP6qwsppw8CZWVBAIB6Krn2mlj/L76FN4OP1VVPenNe3v3UvD5z3BvYx1HHpHvVxQWUpKfn3zeKypiKBDgEPD7d3ew/OJiOrpPcRyYrC7ufX19HDt2LOb66HkvGkuWLCHzBz/gnh/+kAYgODrdbqiqYvny5WQkmfemzV7Eu8e6qSwKUF1dzfHsbGhqorq6mvJAK2PWYqbmZiSd94DYsbdvH8ZDB3jhojtY6w0kHXsQOe8N+3x0uPrpbDzKFJW4tg0MUGWzSbKs9rPD4WCpaqMXMe/V18OnPkUOsFD9v/Z+/eu4VE1xxt63qQLyCguDnrop573Dh/ED3r4uGgAOH6Z7dJRi9V7HmxfSWXO7Txyg76STqtoqmT/T1ESpyRSx5lY19OJqrefUEQt0OSLW3BOD3VQBxxsawG5ne9V2/GODmE0GhoaGgnKDcMwzGMgH+s4/n2Nbt8Kf/hRBgt0Oedo7WrNTjqvh4eC9h+Tz3r7mfgJeNzPy7WwXgt7R0Zh7VFlZicViiTvvAXLNNRpDY6+uDvGZz3CvEKA+f9xyi655b+vJJoaA4WP7cXoGODk4SBnA6Gj8NVfHvBc+9oaaDiFsJqreew8mTybn8GEWLpSjL3reA8jLy2O+2YwiBJ72OrqOm6gabAw+4/X19cyZM4dVpfl4Ouo43hqgvMhOVZUN3n+fkgUL0Ko1VPn9cs0Nu7//GXwvHKn4Xjh0k2tFUa5ByjReBF4CHtXeE0L0KIryOjKyfLrIdbwzj5hC8oqifB74PEBJKvnCfxd+8QsZffjKV2IT8KZO5Uf1OayNV6UxDrTKgT//ez0/vW4J9V3DVPeqmkN1Ql5Vls9Pr1vC1Di+2nGxdatMFACorycno4h5PU3yZx2R6z90Gdix4VucdWkla9XsettrGSyb5OCm1TOYW5KFzWJkJMX3RGBsDJ57Dj76Uenz29pKV2cff9rVzOVLpjCrrAQWJVaztfSP0z3s5l/OKgvqOc8sL+BR60naMvMpa2vG7h0PJf7pxR//KKNBTz3F5Ou+wQFNFvLcc/KY7iMfSXp5Xdcwy2bkBOUn0ybnM2SxMdQ3RGvfGLnFJmbkh/ptY+V0pmQaMA80J/7SP/9ZEusvfQmKi3l+byseX4DvXLFKJm7OmRNz9BmOrfW9BAT86t0TlBY6sJgU9o3KcWoaGYbMCUQ7T52CF1+U/37vPSgvpyTLimfMTeCNFzGsWpVUm+4MqEl9mQ72tfSzfoZMyu31Khj9flaX5ye1JdSLPEOAWc4W9i77GOm6vmqR68xJ6qmCupCsn1vMorLJCSsNarZaHn+AcY+fDYffRQkE5CK/fj02s5GFXQ30zVlAoS2+lvxI+zADPeaI0t9tAy7mTcqS7kFRhO7KZVOYXZw5ManDoUPkNtbxytx1rLrsbIoyrXC2vqhsj5DPXqFRcMP6WSgPq9ZZOio2JsXoKDz0ECfmreDxqYv4zFllsgrrzNSnYz5/gK88vQ9fQPCptWUw3ic3xWpU7+Y1pcycP7EEWZ5+Gn92Ni8sXM9yjw90TsE+fwCvUCiwR0WFjUYZPR7RMXtqm4ivf12ewvz85/Dkk9JT3GiktLOR/qw88vQUJtNgNiMMBswBPx5rBhajMVR74TRork0GA8bxcXj1VTj33LgFZIbG5RjPtsW+J6IqW2rOqJZkshCteMzChdJy9OBBuO664NtG9driZ5+kp7BQnyuOii7VgnN6fob8XaI2xRPC008jbBlsXn4FH100ibXnnyldVaKe8XgYVmlFpkHIhEPtuTtNkWuDQWFq83F5SvK1r+m7SO1jE4G4tT8AcuxmZuTbaeoZCSWEDw9Hrhl5eaHTUbs+Oed/KYQQuv4AO4C31X8XAAHg/LD3vw2c0vt9Ov6/NcAbYT9/C/hWsmtWrlwp/iuwZcsWsWXLFn0fbm8XwmwW4s47E37k7B+9I+78896UX+X3B8Sy770hrvr1NjH7X18Vn3xsp/jui4fErH95RQRsNrHlkkv0tyscl18uREGBEA6HELfcIg62DojHV14uvBl2IbzepJeOe3xi6ffeELc9uSfyjVmzhLjhhvTuVTg2bxYChNi5M/jSqd5RMfOel8Uzu5tTXv74tkYx856XRUvfaMTr//bXg+KsVRvEFhD33f2r9Nq0b59s04wZQiiK2PL7t8TMe14W430DQuTmCnHNNUkvHxr3iJn3vCweeKs+4vWxyVPF7VPni6KP3SXu+FPqcRABv1+IuXOFWLFCiEBACCHEd/56UCz8zusioP6cCh/9+Xvikvu3ikXffV1c/sv3xf1v1ouLP/WAECC23H77xPrvttuEsFiEKC4W4qKLhBBCvHawQ9x96V3yHr7xRtLLv3PL94QAUXvOpWLBv70mvD6/EEKI16/5gtgC4je/fTT9NsXD9u1CgHjqX3+Z9qXfffGQWPTd14UIBMQWo1FsufRSXdc9vas5ODYfe/I94VUMIjBzprwvO3aIsZFxMWayitprb417/bjHJ0q/+bKYec/L4u2jnRGv/eLNOiGuu06IefMm/uxFY+NG4c3KFvO/8qyoaerTfZnX5xfXP7xd+BSD6Lnr63IuMRjEFoNBbAEhPJ6Jt+nBB4UA8dv7/iCWfi/5WIrGD189Kmbe87L4677W4GtbKivFlkmTJt4eIYQ4flwIRRHj3/immHnPy+Kx9xt1X1rb3C9asovFqcuvky+88orYAmLLt78txOrVQlx4Yeov+dGP5BgaHJQ/P/us/PmvfxVCCOHMLxbvLj8/3d9K+LOyhQAxMmmqEEKILV/7muy/rVvT/q5o/PDVo+L7H/18cOzHwwNv1YuZ97ws3F5/zHubb/qmnKd+8hOxZcsW0dQ7Imbe87J4rqYl8X/6t7/J/2/XLiE2bpTzeRj2t/SLS26V85/40Y/S+n1+8MoRMftfXhV+f0BsOftssSU3N63rY9DWJoTJJEa+eLuYec/L4k87T6V1+WN3/UT+HgcOCOF0yjEFQtx33wdrl4rrHqoSu5aeI/nD6GjqC4QIjtNLfvBa8KV4c9V3/npQzLzn5RA3ysgQ4mtfC33gd7+Tv9uJEx/wt/hgAGpEHD6ajuZ6MfBCkvc7gPQ835JjNzBbUZQyRVEswMeBv53G758wNm7cyMaNG/V9+KGHpB7sy19O+JE8rZBFChztHKJ/zMsnVs/ku5cvYGt9D09UN3HhgkkoeXlsLCnR3y4NdXXw0ktw223SC/nPf6Z4bIAVbcdwzl8SN5IQjr8f6WJgzMvHo+0H1YTGtO6VBr8fNm+WUfNVq4IvZ2eE3EJSYfsJJzPy7TEJitefMZ3+yqvYCGxwnUqvXfffL3fIr7wCRiPr3ngKgJHfPCqjISnKCR9RtcOLpkZaOVpLirkyw4Ft7lkRCVW68Oqrsg/vvjuY4FJRnMmI2xf0Wk6G7mEX9V0jXLFsCj+9bikHWge5/+16ps2VntEbZ81Kv//6+uB3v5Oep3fcAW+8AceOMT3Pxmd2/5XhWfPkiUQCBAKCUx4ZkcorzGXU4+dg2yCD414O9rnZCHzi6qsSXp8W1CPFwzP05Up7fAG6h1x0D0n3m8JMKygKGwsL2agzImg2hRIaFz63BQDl1VflKcPmzdiOHCTD56Z5TvwKek3O0aCUdvsJZ8Rr5UWZUvvY1TWxZy8aLS3w/PP0Xv9JxiwZkV7XKfCzN+vZcbKfgN1OoeKDjg4IBNg4Zw4bQUaiJoJAAB54ACor6VuykhGXTwvApMQ7x7p4+B8N3Lh6RoT//8a5c9mYYq5LiQceAJMJwx13AIRK2OtAVYMTv8FAcYYaiXXLcb7x0ktlRF5PQmNbm9SOqzajXHWVrFK7eTO0tJDf182B6fo9AXpH3HQPufDY1OiiWk9h44UXyv47DZprqyK4ZdeLiHXrErpy9I15yLKa4jqAaAmNGy+6iI0bNwY11+ZkbiFakmhBgVxjmpvlvVNhMhj4zO4X8GXY4fOfT+v3aekfY1peBgaDwsbZsz/4mHrwQfD7cd92O0BkcrcO9HjU58LjAadTjik4bQmNU3taWXngfckf9EaP1XuysDj0+XhzlSZRzLNbJCcYH4+s3KspFT6kuut0yLU/xeenAKenxwAhhA+4A3gDOAo8I4Q4fLq+/4PAbrdj1zOQXC54+GH42Mdg1qyEH8u3m4N2Q8mgZbevnVXAjatmcOWyKQghCSO5udhHRvS1Kxz33y+J8O23w513gsdDwSMPsqC7keZ5qRO8nt7dzNTcDNZFJ9yp5Fr3vQrHSy9JN5CvfCXi5UyrPnLt8wfY2ehk3axYorpwSg5l88ppL57JrIaD+tvU2SnlF5/6lJSjXHstZS8+TZZ7FMeDv5T2QCkShbTEvIVTIxOlDIUFzDd6MZhtrEs3ufLnP5cJHmHHmlqJ5Ibu1EfJ2phaV1HIRQsn8dmzyhACLjlvESgK9v7+9PvvkUfkUd1XvgJf+IJM7HngAUr3VTG/p4k919yaNNO9Z8TNkFEmNBaVyAV9R2Mff6ttY9Rgxg7YJ2AnFxfV1XQUTKHZrK8S3ycf28mqH7zNqh+8zd+PdAXLndsLC7HrdHTQEqb8AwMsff053lx0DixYAJ/+NDz7LMrzzwNwoiK+7EkrBlOYaaFK7T/ttfJCh1x0+vuxm0zp9100HnwQhGD4s9L5Qi9hPNE9wkPvNXDDqumYszKlrEFNELMvWoQdJm4v9+abcOwYbNpEps2MLyBCVf6SQAjBN547yILJ2TH2iPbsbOzj4wmu1IGBAVkN9uMfxzJ9KmajEvIF14HqRicGsxkt7wy3W47znBxJlvXcq+gKhyaTnNfffVeWvAb2TJmnqz1P726m8j/eYtUP3qbDp0rE8uWzaM/Jkf13Gsj1/B1vMX2wC9+mxH7g/aOehBIwYZKSAW2se3ySTCaVhWgOHvn5IdljWD6QrbuDK45upfmqG9J28DrZO8Y01dPfbrdj/yA+1+Pjkj9ceSXGCskfNH98veh2RZJrO8i+O02ykI+9+zR+o0mSa50YE7Jv5heG5qZ4POGM0nwMChRnW0OyqH9Scr0fuCjeG4qiGIDrkNHm0wYhxKtCiDlCiAohxL2n87s/CGpra6mtrU39waeegp4e2LQp6cfyHJag3VAybD/RS3mhg8k5GSiKwo+uWcJTnz+Ts2cXQm4utS0t+tqlobdXRhg/8Qk5UOfOhYsvxviLn2MO+Dlentyhs9k5xvYTTq4/Y3qsPlEl17rvVTh+8QupnYyqhGkyGrBbjDFuKdE41D7EsNuX0GHjtsVG2lcuxrBzZ7DwR0o89JBMetH6ctMmTCPD/OrFH5HRcipl1Fq2a5DiLCvFWVE62oICusf6+X9r7RGluVNi3z65cN55Z0TxoSC57klNrqtOOMm2mVgwRRL+b14yjz99djVXnTETCgupPXw4vf7zeuGXv5Ta88WLZRT1xhvhiSdw3PcDejLzeXflBUm/orlvjBGLjJZl5GQxuziT6kYnT+1uIb8wh1qgNk4yStoQAqqqaJy9hH4dJ0cDYx52NfVx6eJJ3LthEfduWMR/XCWfkVqrldpT+k5CLCq5dvzhd9jGR3nmHDVi8+UvywjNz35GV04RndnxI+GNar9urJzO0Y4hnCNuTvaGVV9UI+i1772X/rMXjrExScquvBLrLJlGNOLWRxjrOmVU+uY1pVIzPDoqo+BAbUEBtTBxe7nNm2VxnY0bgxtuPRH1ziEXvSNublg9I8ZGsnZ0lFo9uuZEePRR+TuqAQG7xcS4TnLt8QXYfbIPq9UcKjri8chx3tCgP3Idr3z4Zz8rK9nedx9ei40DhaW62nS0Yxi7xci9GxaRUygJprVIBitqT56U/XcaNNfLn91CU+5k3B+7POFn+sa8icm1Ou/VHjpEbW2ttIWD5EVk+vqkbjwnB5Yvl2tVGLnO3/IIBiE4fuOn0/pdBse91HUOsVwtjFLb30/tB8ktePJJuRG4666gPaA3jci1EIJut/p5jwd6e+WYgtMTuXY6OXv7y7xXeaF8HnWiY1SO8flFIb11PJ5QlGXlmS+s4abVM0OnXJlhQZB/InL9K+ASRVG+D2jVLAyKoswFnkUmKD9wmtv3oYQuwiiEXAQWLkyZ5JZvTy0L8foD7DrZx9qwaKzNbOTM8gJZFCIvj9rOztTtGhuTg7GrS0atXa7ICPGmTcEJvnZa8ijHMzUtGBS4dmUcq6J45FoqpJK3b+9emWD55S/HlaRk28wMpyDX20/IRI9ENoRdTXU0TiqSlkyaLVwyuFySXF92WcjH88wzEatWce7JvfQXT4nZCMTD4bahGEkIAAUFHOhzQp8OcjYyEuq/H/9YTjaf+1zER0qyrTgsRhp6Uk+g2xt6WVNRgFHdHJmMBtbOKpSbpZISahsb0yNozz0nj1ijx9TYGGzfzuvnXsPJ4eSko6VvjFGLusmw21lTUcD2E70cbh9i+ZzJcoGIk8mdEIFAfEusU6egs5P2+cvo03FytKPRiRDwqXVl3LR6JjetnsnsEhlJqQVqOzt1NcdsMmAM+Ml/7GHq562guUz1bigvl8lnPh9HZy5gJEGUuLFnlEnZNi5YIBeX6kYnDT0jTMq2SS90ddGprapKn1yPj4fG16OPSiKyaRN2tbCN3sh1s1qJc3q+PZZcG41ygdcbufb7Q23atQtee00m71osQe/3ER3kuqFbPg8VRbEJurUDA9S63fo32yCDE11dUu7yy1/KhLzlywG1oqVOCc2B1gHGvX4ybJZQApzbLcfU8ePpRa6jC4vk58PNN4PPR+echYwE9J34tA+MMy0vg5tWzyS/SE31VaO4tQ0Nsv+SRa5drlCfJfrzxhuUHNnH45VX4BGJ29U/6iE/UVVRdY3QggBBK75k5NrplBIXRZGnapWVsG2bbNOpU2Q/8Rivz1nD4KT0kt13n+wjIAhW0q3t66N2olZ8Qsj1edkyOOec4GbBF9Afue4f8zJGWPKp0xki1+lErsPXnPA/mzdj9bj5y3npSc/aR+Q9mZMfCjIl4lSVpfnkZJhD5Do8cl2kVgj+kJLrdCo0Pq0oymLgX5HJhQCvI109FOC7QojXTn8T/4di3z6orZXHOimOsPMcFsa9fsY9/ohKZYGACEaED7QOMOrxBz2QY5Cbm/qBGRqS8pSentBrF18sNwAaLrwQ5s2jrX+MZiVxFNXnD/DsnhbOnVPElHhelTZbSNum4cYb5WSm2uvFxf33S8KYoFplls0UzB5PhOoGJ/MmZUk9bCJoJLm6GubPT/w5kBGEnp4YmYpy111w4428dO513JxCWzfu8XO8e5iLFsZxtCkokOQj1cLe0QFlZZGL2qZNMUeXiqJQUZyZMnLd7ByjtX+cz51dHv8DJSUhBwI9EEKeOsyZE1kpb9kySTx27eLAZdeHSqAnQEvfOMM2B8JgQMnL48zyAn5ffQqrycDyeVM4Aen5x3796/C3v8Hhw3L8aXjnHQD6lqykv1/PyZETu8XI0nhlsTMz9Tk6ICPX6xtqsLa18uqXN0UWB7rrLvjb3zg+eyljCchZY+8o5UUOlkzNIdNqoqrBSWOPfA0IRq7T1jQPD0NFReT8sHQpnHMOmarsQg+JBak9zbObZWRZI9etrfLfWrEpveT6ppvg6adDP1ssUm5ESCqmi1yrz8OsojgSIK1i4fh4qKpkMjz0UOxR+AOh2FKGxRj0ME+FqgYnigIZdmsocq0942azjLCOjEjibTTG/xKfT0rX4nky33kn/OY3dC1aidcv8PkDyckn0DHoYlKOOq9r0UJtntHmumTketEi6SCRAp6sbJ5bfAG3JZH19I16mF0SX7YltOJL6qZEk4UkLSLT1xfpOrFunQxUqNFXA/DY5VdxbZoSjB2NTiwmQ7CkN0Zjepu1cLz1lpyvnngCFAXtoMWjQ/6koXPQhc8QSa4B2Y96I9ednVBamrCvDy8+k5MlpbrbBNA6Isd4gS2NqqzxZCFms+zH/+nkGkAI8W1FUf4C3IS0aFaA48AfhBCn4Zz2nwiaB2KKqDUQNEnvH/OQoR6H//SNOv5+pJPnvrSWbJuZ7SfkBLymPEHCW15eanL92GNy4bz33tDO/bLLIj9jMMCLL/L48/uC5Z3jYXuDk64hN9+7Ykb8D1itsXZbR48mb2NHh5TSfOlLckGJgyybiWF3YiLk8vrZ3dTHjasTtEtDSYm8B9XVUuuaCBphXLIEzjsv8r3rr2fLvi5+mzmPVCWAjnUOERCwMF7kulDdMKWa8Pbvl5PcPfdI2YzJBAkS1iqKMtnZmLw6WFWDjPDH06YD8h6l8PKMQHW1LFrz61/HWk7+/vfQ0UG+M5vW7U0RG8doNPeNYS8qQHnnHVixgtWKBUWBSxdPxpGpLi56yXV/v9zgjo3BM89ICRTIfn3wQZg/H8+iJYy8dRy3z4/VlHjCr2roZVVZfvzSyhq5FiLlZtpsNHBG62ECFis7564iI/z/PO88ePVV3m+w4YojwRBC0NgzwuVLp2AyGlhdlk/ViV76Rj1cvlStxqodl6Yru3jiCTk/fP/7IfLxkY+AomA1GTAoMKZTFtLSNxaSOIVHrqdPKE5hAwAAIABJREFUDyU+6W3fjh1SG/vJT8qf588P/o4hWUjqdjX0jJBlNVGUFWfTrW26xsb0keudO+U9+v735c+5uXDFFcG3HVZTqCx7ClQ3OFkwORuT2RQRuQZC8gWQm59EGuDOTknk4pHrBQvgnXc4MpoD2zpw+QJk6iDXC1WpWPB+qAmNKYvIeDySWF95JVwUV0kaxDb7NMaOGpKSxv4xT9zqjECI6KskVpOFWFJFrrUNHsjNd0VF8N4P5RSw94CDq9IkxtWNTlbMyA1JjoxGOR8EArHzYSrcf78c49dfD8iASbAaok50Do3jNap95fXK31tR9AXiNDQ0yH6+806YF3WSrSj8yTMDny+9TUjLkMor0tGjx4tcw4e6kExCcq0oyuPAb4QQO9WfzwGOCiH2Anv/i9r3Pxf19fLBLy1N+dE8deLoG/UEo8A7Tzqp7xrhm88f4Nc3rmD7iV4WTM5O7O2rPTCJZBc+n5SpnHMO/Mu/JG/QnDm457txHkx8zL3teA8Wk4Hz5hbF/4AqC4nA8LBcYBNFYH79a9nOO+9M+P9mZ5iTSmj2NQ/g9gViEyyjYTDIJMQ4RRAioEUQtmyJJU0GA65LL6fj9WMMubwhP844OJTAKQQIEZlUkU+txOxXvxqKTiZARZGDF/a1Mer2JSybvr3BSXGWNajRjkFJSXoE7Re/kAvwLbfEvjdjBsyYwfQdp/D4A3QNu5icE+fEAxn1nJ6fAefKBNEC4PFbz2DRlBzYpW4Y9Oo9H31UPheTJsHPfiajoIoi+33PHnjoIfLUE46BMS8l2fHJdeegi4aeUZk8HA+ZmXIRHR4OuTUkgMVkYHn7MYbnL2IkYKAw7LQKRYFLLsHyxG6cg7F6TeeohyGXT7qCAGtnFfL2Mekdrb0WJNfpRK41B47Vq+Hb3455W1EUHFaT/sh131hoI+lwQHd3iFxnqP2uJ3Ltckk3h1tvlZvuKDhUucpIkg23hoaeEcqLM6WMLhoauR4dDR03J0N9vcwpiNMmALvFqGsj4vL62dPcz81nzgyWhQZC49tslqeAIJ/FROQ6VTXB9etRdpwCOhj3+IObknhw+/z0jriZpJam/v/svWmUXGd5NbrPUFXdXT2oB6lbsyXZlm1ZniXbAqwYFCMMJljYKNgNEeECJuQm5BKy+Mi3csOXOTcJUz7yhUUIY8AhNhAH4oBCLALdsiRbNrYkq6XultXzUD1Wddd87o/nvGeqM7znVEl1Wq69lla7B7Uen+E9+91nP/vRyLVVuXa6B5lCun8/8Nhjjv8OACRfHAXOnETWIQ86nStgKVvwbGhkxJjLFjIzY7bPdHSYUkGUpRzwix/5ah6cX8rh9NgCPvomw+REdpxyOf3NCA9eeYVSoD71KdPfkyVBG+/Og7H5NLKS4VwlErROxWL8yvWkmkt/6JBmeTJi8VsnURjhf0akcwWMqLaQQOS60fKsCjG5dttOHQK0YTgA8F+giYw18KCvj3bDHFE8RuWaoX8qhfZ4FD98aRxf/OkATl6ccx9lvmoVEWsnNeGJJ8hj+rGPcZXfHo9hdinrGP3T02/ZpVvhRK5zOc17aQLrjH772+m4OaCpLoKFZecHaU//NCRRwJ1b2xx/RsOePcDp0/pQATt8+tN0A7/73bbfZv7NAQ9/86mRebQ2RLCuxWYoiB9y3dLC9fBnhJk1ulmhKAp6+6exZ1u7PdkA6P87m+VLBbhwAXjySXpIuSh/TM0cmnFOZhg2qp4q7t2+hhRHRsx4yHU+D/zt35Ia/Ed/RDatZ56h733mM3TPvOc92v3ntmljKr+jLYst+gn3twUAECnmsXO8H7M7b8NSNo+GaOka0RCVbT277HwyC4hxTdBsIfE4HSc/G6OnnwbOnXNtvo5HZS7PdaGoYGRuGRtbLco1a7jzQ64HBmhdYzYuC5rqmC2EQ7meTNn6rQHoJIZX0evrcx1BHY/KWMp5H6vnL84imy9SL40kuSvXbueTkWur59qAenWtTufcj9WkOghlHdv8OpFrp3WB3QMuQ6IYmMLslPbCnoltDuRaiJjJNZctxKpcW8CaB/3E3j07SP0YdxmfO0xA8uu7/tzn6Hq0bEwiooisj5om5tMoyBZyHY/TRpL3Omfk2kHM8aumn59MIstop5/j4qRcq7GjYYQb85sGYDSIVij7auXj0Ucf9f6hs2ddF18j2uK0QLCH+0wqi5lUFr9///U4OpDAn/07jQfe4xbT1tqKRwH7/GBFIdXummtKbSAO6GiMQlEoY9SabjG3lMXpsQX8zj6X/z+VXJuOFSOPAwOliv7Xv043v8XXbEVznewaxffz89PYub4FTS4qslbTT39KH48eJZXFijNnqHnKoiAYsW2NHnunee1s8PLoPG5c32JPZNvb6dypI5Edwa4pjhg6ra6ppK1afnZiEdPJrPs11dlJdd17r+e/h89/nt4GqBm/TtioTuQamlnC7i2lD7hMvoCxhbROzKyor6eaOCaH4vvfJ9Xzs5+l8/vJT9J9sG0b8N3v0huAeBytDaQQuyWG9PQn0NoQwQ1r7VXpR9/6VopiSyTIF++Cpr4zqM9nkLjx1pI+CwayFZSSIJYUsrWDCM/2zia0x6NIpLLa1yBQM+qjHR2k1PPgs58F1q0DHnrI8UfiMYnLfjGxkEauoNDbB4A2HvPzdGw2bsSj73sf+ZV5yD8bfe5AruOcaSHJTB7jC2nHtzSP3ncfbe55FL2ZGfp/cVnf6zmV697+BCRRwK6r2szKdSaDR2WZrDBsQ+i2GWE5zU7KNXRyvexBrkfnaONbolyrtpBH3/MeOn8VINcx1WLlZAthz8RWD1vIo/fcA+zfj6dPU7+Aqy3E6rm2/kpGrn00Dx4dmEFMFnHLJv0Z8Oju3WRF80MiZ2bInvXooyWENiKLvpXr5mb13Knk+tGtW+kt3iuv8P0SRq4dBB1JFFDwUdOp0XnkmZpuUK49OZWd5xoItXLtRq57APxPQRA2AWAD6A8IguAc2AwoiqL8UcWqCykiEWfiBoBesZ47Z0/YbMAWDvZwZw/Qqzsb8fAdG/DWz/0MEwtp7L7KRY1dtQoRwP7h8POfkxf2C1/g9n6xZsBEspRcHx2YgWLoiraFSq61Y5XPkzoNkI/rjW/Uf5Z1Rt96K9lWXNBUF8GiOjTCSlTnl3J4cXgeH7rHoUFPhVbT7t10PHp77c+Vg4JgxKa2Bsii4No8mM0XcXZ8Ee9/vUNd7e107rzIRl+f5/Fh2NzeAFFwzrr+7z73RBUAQGcn1WVtTLVicZHsFw8/7PpwB4D1rfUQBD1NworRuTQUBc6RhPX1VBPPK8XPfpY2cer4Z3zkI8Af/iGps4pCn0NXxZwSQxRFQc95SlVx8olHmBWDQ7mOv/AcAGBqxy1Yep4iz0p+xiFtYmAqhagkasORRFHA3dva8aPTE+aBSWvWIDI1ZYpodMTp08CPfgT88R+7/jyvj3hIPbebjJ5rNqp540ZEolFSY3mUa05ynfTIvmdrqhO5jjB1mEfR86gJIOWa51j19Cd0MUCSdCKWySASi+kNjYC3ch2LuZLG+iit/V4RgeMLtNlct8reFhJhnzuRa3aueZRrlVw7WTBYRG2rU1qIer1G1P/2jOLLZomouSjXEZHVxK/I9g4kcPvmVlPPRoTZefyQa2Zjs3mDJIuCr5rGF9JobVWvd5VcR7Zsoc2uH1vIqlXmRnBjTZLgaxNyenQBctTACVR4cio3z/XiInGLenubYbXgRq4/CuCrAH4LpForAA6of5ygALjiyfXx4xTnvWvXLvsfGBqihYdTuW6pj0AQKDoHMHe1r2qI4qu/vhv9U0lH7ywAoLWVQsZ7e7HrppvM3/vrv6bFxM4L64B2A7m2ord/GvURh9QEhro6IJPRj5XxQTQwYP7ZH/2IVOKvfc1TlW2qk5EtFJHJF0ssKU/9YhSFooK33LjW9XeYzt/OnaaMUw2JBCkI3d2u/uaIJGJze4Mrue6bWESuoODG9Q5e3PZ2OncnT2LXoUP2P7O8TCos5zUVkyVsamtwjOP77skR7FzfUjLB0oTOTqrrZz/Drrvucv65f/xHIkofdR4EYayrq7kOQ7P2JKaEmFlRX081nT4Nh7uPcPIk8N//DfzVX+mvZ3/jN4A//3Pge98D3vlOagoF0Kq+OXJSri8kljA6n8aHXXz8x0dHAQC7OMh1/fMnMNWwCvNr1mEpe9pRuV7KFkoaPwemU9jc3qBFJwLA7735Orzztg2mr6GzE8dfeQU4ftx5nWL43OfofvWYRhd3sKpYocXwGW0hDBs20P0Xi2EXL7lub9eb6WxqArzTQrQ1dY29LeS4moqzyw+5drkXG2LeynUqk8eLQ3P4IBMDZFkXILJZHJckOn/Mw+92vJjlxmX9rONWrolcd1ltIeo5OH7iBCBJ2OXlufZBrp2U6wmV6Hc229jpAE25Pn7mDNDVhRwo8UN2soUYpzM6QBQFiAK4VeK5pSxeGV/A/2N5k3tcfZuwi5dcsxkBb3wjNdBbEJFEXz7w8fk0bmoxK9fHN28GUim+6xwgVdjl+SeJAgp+yPXYAm7qUAmygVx7cqrFRbq2rUOxmKgxOamt52GBo4ypKMoFRVH2AqgHcBWIYH8UwBaXP+6S4RWCU6dO4dQpl2GRrPGMkwjJkoiWen1KY/9UCjFZ1Jobr17TiDfv8AhpX7UKp9TaTBgbo9fjjz3GP54UQHsj7VQTqVJ1oncggV1OqQkMalqIdqyMfmJrRNMXvkCvqtTOaDc01xMRshsk853nhnFdV5MziVVhOn93302d/9ZG0G9+kx50HITx6jWNrpnSp0ZJcbpxnX0CCpqbcUoUccotuur8efrIeU0BpNLZkf5To/M4PbaAh+9wV5nR2UnX1Msvu//cF75A/nXDqHo3bGxtwLCD51rPR3ZQIerqqKbBQfd/5ItfpOv9/e/Xv7Z6NWX+AiZlSG8otn8IaqkqLir/qfFxnAK4lOvoc8fxwrrtWM4Vkc0X0RAp3TSzRr0lCxEamErSoBgDNrU34N7rLA/ANWtwanLSfZ0CSCX7+tfpNbSHl5/XFjI0uwxBgB7RaSTXGzfS/SfL/LYQF4VYEgU0cGRK90+mIIkCNrXZk+tTo6N0/ngUvb4+euO11flxR57rgutY9uMXZpAvKvobQIvn+pQg0PnjVa5d/NYAvy1kfH4ZTXWy3vTIvNYqIdXOXwU9104NjUxF77LrVQEgqCroqcFBnDp1SvMka7aQt71NT3Qx1uaiXAP0TM5xeonZm9y7LOvDqYkJuqZ4yfWTT9J5dLBGRiSfaSHzabS3qURWJden8nmcSib9KdednY7flkWRW7kuFhWcHl3AxtVqTYbj4smpFhdJcbduHkM8SMaRHQmC8F5BEK5SFCWrKMpFkIr9rKIor7r9uXylhxhsMMn27dx/xThIpn+SHqCSwytoW7AF2DrCd2SEiOOdd/L/LgAdcVKupxbNC+jUYgZ9E0nnSECGWIweFGwxMCYXGJXrYhE4coRe3Tu8ejKiWW1gsmZdn5tYxItDc3jo9g3ODXp22LKFFCHrYnP+PD1UbnSfUgkQiX01kXJ8ZffyyAKaYrKzGisIREDcGhrZNeWHXK9pxMB0qkRZ+M6JYUQlEW9n0W1OYBGBbnWNj1Nt73wnd10b2xocbSFDs0uISiI6rVMsGdirP68H1gsv0DVvTVf40z+luMfXv177UkQS0VQnmxqKjeg5n8DalroSUmsC27h6kevZWcjn+nBy3XbMq9ewrS1EJTbGrOt8oYiLM0t6KogbOjvpuvZ6GB8/TgT7gNsLSb0mHqvD8MwS1rXU65tvC7kGQOeRV7l2IdesLh7lenNbg7MgYIzi80JfH9mNXNar+qiEgsdY9t6BBCKSgDs2q0TP4rnWGgd5lOuREU9LFntDkvawhYzOp/VmRoCaub/3PWCt4Y2gF7mur+d6Tc/sG07K9dj8MlY1RBwb5xVrFF/BYgt57jlKfGLgUK4BICLyJ3McHUigLiKWvsn129D4mc/QHIr777f9tiyJ3LaQZCaPxUweq9vVtWJujpJ34nF6NrslixkxOVkx5frizBJS2QI2dapcxU9aSDJZagkBVia5BvCPAPYYPn8vzOkhNTihr48uBJcdnxWt8ahBuU5qDWncYAuwlVw7NQJ4/bp6GRFJQMLyqvyomp3s6tUF9AZAtrAwcr15s1m5fuUVUmT27AEPWNyddUrjd54bhiwKeMet7upNCZhaZxycAdDNynn+tq1uRK6gaJYGRVHwnn94Fjv+4Gns+IOn8U/HLuKGdc2Ofl0AdH7cSCx7G+JBNMx1xZHNFzEyq18T2XwR339hBL98QydWOTUJMcRiRCDc6mKWGs7zB5AqPbGYtiVEwzM0Gc7xWPGmhTilObS30xsSywasLW4/JTVfKKJHnWLpummTJKqN+U2dcOwYAODkuu2YW6Z/j00/NMLO7jA0u4xcQdFTQdzQ2UkPTy+yyM6fm+1HBSWYeCvXF2eWsKHVQKwYuW5q0tcpHnK9tERKnsc138RJrl03JcYoPi+cO+e5yY1H2URL5+PV25/ArRtbdVuQNS2EEceGBvqek3JdLPKRa07lemx+2awUNzdTZrURkYg7ue5waZQ2gG12nDYh4/MZdDlZQlCaFsJsE5otZGlJXztZbQCXcs2bFnJ0IIE7Ntu8yfVDro8epT+//duOfVF+bCHjaoznmnb1uT82Rh8bG/Vr3coV7OBBrv2khZwZo/t9cxByvbh4RZHrFACj1FZLC+EFe7D7UFBbG6KYSeWQyRdwcWbJOXvYCeyhZR3c4tQI4AFBENAejyGRNC+gPf0JNMVkfcCAExi5ZjcQq+Pmm2kXzRQEljPNk/4APXrLmBiSLxTx5PMjuPe6Ne5TGe3AHgJ25NojS5pBT+agB/MLQ3P473PTeN3VHXj37k14356r8Hv7Pd5ieE346+uj177WnE+3ulbriSEMP3llArNLOTzkZQnhraunhxZrmwxUJ7z+6g4oCvDDl8ZKvndxZgkbnBR+gB7qguD+wEok6Pry8eaotSFqq1z/9NwUZpdy3rYsgI6Vl3J99CgUQcBLXddgXo2UdFWuDeRscNqcFOIKdu16WS96eug4eZANAGiM8Y30ppxywzlk5Jqp1gB5vL1qY5twDuXara58oYgL00vY5uC3BsAfxacodC961NTgkWIyv5zDyyPz5qZw2TBEJpvVm0sFwX0E+vQ0/XyFyPX4fFpvZnSCJLnnXHNYQgDvtJDxhWWsdbCEAAAiKlFkUXxW5Xp5md6usWPHq1xLAnIciuxytoC+iUXctsmm/8gPuf7MZ+jts1PPDauJk/Azct21qoGuKyO55r3W83k6lxVUrgGgi6npfqP47J59rLYQkmu3hsZTAP5vQRCmoKeFXKcOk3GEoig/rVRxKxZ9fVxKkBFt8QheHpnHq4klFBU457E6IRajm8h6wwQk1wD5rq0Njb3907hza5vn+NwScs0I2s030yjqgQF6oPf20kdOuwOL2DN6ro/0TWE6mcHDt3MSRiOYcm1VHCcmuCwhgJ4v3D+VxC+jE48fH0J9RMJfv+tm10hAE9igDSd45OrawUiumSf3OyeG0dkcwz3XcAzKALzJdW8vcPvtvoYk3L65FdtWx/H48SG86w7zUJah2SXcvNHBm84QjbovzD57HgBSricXS4e2fOfEMNrjUbzR6mm2Aw+5fvZZYMcOpOoatLz2ejvPdZQNR9HJGctS57aFAO6DZBSFzt8DD3j/PpByvZwroFBUHC1r6VwBEwsZswXKjlw3NFA2uhs4UjkA8oK7KdfDs8vIForuggWvcj0+TveDp3JN59SJyB4bnEHRmrgkSfa2EICIl9NmxGuAjIo69ZpySwuhATJZdDV7WDq8lGtOcq01NDqQxvH5NHbaDd5SIVrGnzMrR0QS6ViydeLcOVqneJVrkU+5PuM2edc4RMYNQ0PAv/wLea1dxJOIxB/Fx7zqa1vq6do2kmt2jXuRayY4eSrXfDWNzafRFJMRj6ubpUoo13V1dG+sMHL9SQBPAHhS/VwB8PvqHzuwRBEfA+NXJg657C6RTtNDw0cyB0C2kJmlLM5PukdGudbV2lraMVsWuY5h2qBcj84t40JiCe+5+yrvv6zGEB16xzuopm98g75+yy30sb+fcp17e0m15lT5m+tLlWtGgEqauhxgOn9uthCO0fUAWVXWNMXQP5lEKpPHUy+O4m03reUn1gAO3XYbTeVywtmzFHXnA63xKNriUU1Rn1xM45m+KXzwnq3cfv5D117rTK6zWeDECc9saysEQcCv7tqEP/nhGZybWMQ1nXRtLqRzmFvKOWdcs5qam12byYL401sbojg7biaiM6ksDp+ZwHvvvso52ovVdOgQ8J3vEPlygqIAzz4L4cEHEZFETuVav877p1JY1RBxHKhhwpo1OAS4v1E4f542lZxvjRoNNTld28OqBcnUkMrItUr+Dh06RPF/R4+6/4Oc5LoxFsHInPMr7n6PGD4AOPT+91OajBfh4EgKAfRz6qRc9/YnEJNF3GpUPI3KdSaDQ+vX60qmG7lmGdecDY1uQ2Qm5mm9X+uiXB86dIiGa7mR65tvdq2FIeriuc7mi95EX21oPHTHHcChQ/ir/zgLSRRofUsZrom+PiLXMzO0MfB4A8g7DfGUOp3QbpbAof37KQ7Ui1z/7/9Na4PHOuonim98nv7f1zSrcY4quT7U3Q289BIlPHltJJnY42KPlERRnfCuuNseYbAbGeN5VbhyKoCeQU6bx5BmXTuSa0VR/ksQhK0AdgFYC+ArAL4IwCa3rAYN/f10o/hUGdsaosjmi3hJvVm5fJVW2GXHlkGuO+JRU05ybz/t+j2bGQFdyWQ2FVYHixgaGKCF7swZ/kEXMCjXKjGZW8riP1/hI0C2sCPX2SwwO+vLM8+SOX7wizGksgX86m6HMdlOaG+nh5KilG40Atgc9LrieOL5YfznmQlk8kUUigoe8qPwt7fTZE87nDxJD1hOcmbEg7etx1/+xyt4/PgQ/ufbbgBAGaiAS8Y1Q12du1+wr4+IinVQkQva4pESz/X3XxhBruDjeLW3A24d7+fP03m86y5Eh0TMLbmRa6Zcm20hrk2VRvB4EZnfmvP8MW/4UrbgSK5ZxKJpg2SnXDc309qQzTo3Bp47R6qZxzh5L7uKTq49jl1Dgze55ux9aPDwXB8dSOCOq8y5yCXKtfG4uNlCOJXriCRCFgVXW8ioSspMDY12sJvAyzA97V+5tiHXE5r66kz0RQtRyxWKkBnJM64RbMPNpjN6iDkRSeSyhbw8suA8eZfV5kauUylKNjpwwDNKLiKJXBNSAVKJW1kjaDSqE+WODv1+9LrWPaYzAuaBO1FPcp3G2lX1uqLvV7l22hCtNHINAIqizAH4MQAIgvApAD9UFOVfL0dhYUaP6hPeY9fEFeCVNEAqIwCcuDCD9avqbUcie9YlisDgoKkLVSO1LiOpndDRFEMildEGtvQO0JS667o4iLpKrnuefRZIJLCH1dHVRTdrfz+9Igd8NcPFoxJEQVeue/oTyBUU3L+TwxOrwnT+mppoETSSa44duxXb1sTx1Itj+Nbxi7h6TSNu22Sfy+tYUzIJZLPYY9cVHfCaAoDfetM1Jm/zttWNvt6K9GSzwPg4bM+QT3JmREdjDPuu78STJ0fw8f3bkc0X8YknfoHO5phns2yPIAAXL9rXBNDx2raNb4CKitZ4FMu5gmli4r88N4wb1zfjeoepjKaaenqATAZ73Gwh7Hq/805Ex8Y15dop5xowp4VcTCzhTp6NLQC0tdF68Pzzzsept5dI2w03cP1KplwnM3k43RnDdjnljBxv2gRAPVaJBNW1sKD3PdxzD/DII/rQJo6kEMA7LWRgKoWOxqhrA29PTw8gy9jjpeadO0dkRf1/casJsFeuFUXB4HQKe7ZZfoexoTGbRU8+D/T00DrV0qIr1FYMD9Pf5Viv6iMSlrPO6qfm1XUhtD09PUA6jT12nutikYSJCpBrZm3odKmFNTT+7Nw5iD09yBZa9Bg+I3lka6jHdEYGWRS4bCFuk3d7VEK/x41cP/44HS+OyNeIj4EtryaWsKldfeZHo1oySM/ZszpH4FWuPTzXALh812PzaVzf1Wxrl3HlVICzLQSg694rLrYK4Jb6FEXZUiPWhL6+PvQZO5DN36SPPlIdAFKuAeDFoflgqjWAPkFAn/XhznZ8nJMZjWiPR5HOFbGUpbzW3v4E7trqPKXOBJVc9/X307FKJvXIuW3biFz39lJdXkMuDBAEQZ3SSDdmT/804lEJN7kNtLHAdP4EgdRro+ea7YJ9KtfzyzmcvDiHX9210V8cIIA+RUEfANjlN5dBrt9wzWr82YGbtD//1xv8RdH3FQroW1zUH/pG9PSQ2rLOI9LPAQd3bcRMKosfn57AJ554CUOzy/j8u2/zTDHpi0TQN1baDKn/gH9/Orv/WFPj6dEFnBpdwMO3872B6OvrQ18uR9e5U6PXmTP0YLnuOkQkwWALKd1IN1jSQrL5Io2F91L1GUQRfY2N6HPLA+/pod4QzrWB1eQ2HOXizBJisojVTQYP/vbtpM6ptqa+vj66pgBdjU0maejPpz6lK6Kc5Lqxzp1ceyaFsJokiU+53rZNb1ZzAFOu7VTihXQey7lCKYG1RPH1ZbP6OuWlXK9b51kTQL5rHuXaTS3u6+tDXz5vr1zPzRHB5iTXsihQf7INkWVE31W5Vm0hfRMT6OvrQ76gICIbmhn1oukjU6696uJI5sjkqZlxh8P8gr7RUVrT3cj188/TxolDYJIl0bHx04r+qaT+poa9AWluRt/AAPqYkFQJ5VpkyrV7XWTxyZDdyMYW4sqpAHdy/dBDwK//uuu/Xw0EeI9egyvOnqU8UI9XmVYw5dqz8cYNDQ2lr8vdXqd4wDiDU3BAAAAgAElEQVSlcWhmGSNzy94RfAx2UXwsBH7rVrKF9PaSTcRnfU11MhaYcn0+gTu3tgezhDCsXm1WrgOSa4DUhQf9xgECpOgD+utLI86e9W1zqBjYuZmbK/0e88sHxBuuWY11LXX4g++fwg9eGsPv3rcdu7d4P/hciUaxyBWVZgW7/5g15DvPDfFlgRvBjpWTen32LF37kQgikqjFjzmNPwd0W8HI3DKNhW/1zg7W4DZifHGR1B4f50+3qjgT2SE1StG0uRQE4AMfMN/nLFKR+YjZZml8HPjWt4hsj43xkeuojGy+6Eg8+qdSfGtqNOqt5nFu3NhGxC660FEddoriA7w91x5+a4b6iOTquR6fT6O5TnafBgw451z7GCADkFgSlURkXMi1m4ouqGkhSp5F8RlsIYw8bt5M501RuJVrnoEt5yaS7pN3edJCzp7lThaLSnwDW5KZPMbm0/o1z8g1+//mbd6dmCAibJ0VYACvcj2xkIaiqHYjv7aQQoHOpRO5PngQ+PjH+X7XZYTbEJmiIAh5QRCihs8LHn98mGiuUARQzQCYmpR8Z1wz1Nfbp4UE8FsD+pTGqWRGm1J3t8sIaBPsovhYHdu2UYf00aO+LCEMzapyPTa/jIHpFD/hd0IlyLV6zu67oUvblPgCUwfsdu99fRopu+xwIoxDQ6SYlUGuJVHAw3eQev3G69bgQ/dwqupu5HpoiLy8fpVr9f77wNdO4I1/9Qy++exF7LthjUa6ueBFrg1rQ9SwGbSzhciSiJgsaraCIW1yJf+UVdfjdOwYbUR8WbJKmyytGJpdch6WZAQj16w+dXw8YjHgb/6Gu5kRcLdgzKSymEll+dKX2HANJxQK9MaNh1xr/vTSmsZUdbgkv9lpiAzgrVx7+K0ZyBbiolzPpfXJmm6QZfs3ND7JNUD3gpMtpCEqocmF6MuSiLwgQlGPW7ZQNMfwAdREv7hI6zqvcs0xROblEY/Juzzk2gdfoCZLb+V6UG1gdyTXvFF8LOPahfjryrX7sRozbpR4U1QY2CYgoEhYLbhtT78GSv8oWD6vwQ19fcA73uH7r7UZXoX7juFjqKuzz7kOSK7ZlMZEMoOe/gRWN8X4a1PTQkqUa4CIoqKQOhWAnDXVyVhYzqPnPBtow0n4ndDRYbZjBCDX61rq8NF91+BtNwWzSKCujhQCJ3IdoJmxInAijAGGx9jhfa+7CkVFwftfv4XPbgSQipdMEtmxvgpnx8/n8dq5vgWP3LlJ8/LftKEFj/2Sz5lZ7FjZDZJhivp99wGAaeBEg8P0uUbDRETWKMhFXBmam50bfXp66KHpY3JrPGa2qtjh4swSbt/M0W/gRK4/+lHgL/4C+Lu/o885bSGsLutm6LlXKUXWLs2hBNGoO+EYGiLSy1ETO6d2yvWE00hvi+e6RLnOZml9rzP8PUUhcv2Wt3jWBHjbQkoGyDjBLvYV0NcJziEyAN0LtuR6Po2uljpXi50kCiiIEpSiHsWn3VusvptvBr7/fVKJeT3XHNMQXx6dd5+860Wul5eBixe51ypZ5Bsiwxp4r15jsYVYlWtecu0CSbWUeSnXbEO5blUdIKpvPHiV6zJCGaoJt7SQQ26fv5Yhyw6HbXaWFNAARKipTtYC2a8OaAuRGxvphjUmTpRDrpvoJpxOZtE7kMAeryl1Rqi7Y7lYpIXY2Ki3zUBaApCzproIhmeX8PP+abTFo3wNlgaUnD87z3Vjoz7SmgOCIOCj+/y/sTDVtG5dKbm2kLLLDblFJSVWwtjbSwSJM3LLCasaovjYff7uF3nVKrrGp6dLN0AB/el1EQl/+uBOX3/HVJMsEwEC7JXr4WGTos7UtagsOmbGN8QkjZxdnFlCRBLQ6TKtrqQmN1tIby81MrZwkE4V8ZjZqmLF/FIOi+m8Z5SiLMv6RoRZHRi5/tjHgK9+FfjSl+jzq6/2rIs1WtqNZj86YBN551RTXZ37q3LOGD5Af/OwlLNTrtMQBGBNk7tyLUej9iPQjeR6fp5q5lauRVdyPT6f9uxfkWWZCFoFbCGAM7kem/cYIANSc3OSDLmoQJZl5ApFRCRLWgiLf33xRfoah3IdkQSkcx7kemTBdfKubLVGWnH+PH3kXKuiMl8UX/9UEpIoYFObSq7ZG8/2djp37LnG09DoQa79K9f1QFr9fzCQa0dOBaxYcl3zXAdAd3c3uru7S79RRuOZKApobYigKSabm4H81LVnD7qLRbPvugxyzV6VHxtMYGoxwxfBx6AuLN133UXHylgHyyheswbYssV3Xc31MhbTpFzfvY2zwdKAkvO3ejU9pNhrTh+jzyuF7u5udN9zD6krimGhspCyy43u7m50A/bK9R13VMWq0v3AA1STnSp79iwRty7+9JiK1NTdjW6WbW9Hri1rAyMAdn5rhnhUnzw4PLOM9avqufPJAaD73nvRnc2W5pQXi3T+fG5s3ewXgCGGr83dVtDd3Y3u976XPjEq1w0NpHj+5m/SPbBuHderYE1RT5fW1dufwO2bLZF3TjVt3+6u5vlc3xuikm3z5/h8Gu3xmP24bIPnuvumm/R1im2CrL5rzoxrBjfPdTpXQCKVtY+VM6C7uxvd119fWXJtQxonFjKem0lREJAXJRzcug3d3d2q59piC7n2WnoesVx1rrQQ9yEy+UIRZ8YWXN+IdD/0EK1TTuTa5/VEyjUfud7c1qBfXwbluru7G93vex99XhHlWvVceyjqY3PLaKqTaSNs47l25FSAvn5dqeRaEIR6QRB+WRCEjwiC8D/Uj/sEQeCXUq50BEwKYWhtiGLrmkbfSRMajOoGQxnkOiZLaKqT8ePTRGJ82S/Yrp0twMY61q4l1dPH8BgjmusiGJ1fxvhCuny/NVA6pbEK5BoALbKzs2ZyFmAgSkXBHkTGmjIZ6nIvw29dFtwynJmHMeg9VA7sjhWD5Twy5drJEgKoY70NthBffmvA+Tj19VGDqs/z52Z1APTxxlx1Wteq0VEi04JAUXz19dzraKODXWVuKYsz4wu4i1cUiMfd1by+Pl8bt4aobKumjy+k7RVZq+famHPtRK5ZxjUvuY46e64d7Sp2iMXsPdfT07RJ8PFGxM5zXSgqmHA6TgbIIpFrRSWwWWNaCCOPjY10LTErG6dy7WbB6J9KIZMvOjczAt4512xN4LzOeSc09k+mzOk47DpiVp1IhP64XeuKQuuGl3It8aWFjM0bzqVfzzVTrq8gz7UGQRA+DuB/AGB3DJvGCADzgiD8saIof3MJ6gsljhw5AgDYu3ev+Rvs1eZGvvguKz60d5uWEhCoLvXf37uwoD8AyiDXAOURD06nsH5VvaciZYJKro+89BJw5Aj2Gj3XgkCvfa+/PlBNzXWyJu6+LoDfuuT8sUVnepoe8BMTl53MHjlyBMhksBeghzir6fnn6SMbvnOZceTkSUCSsNdIGIeHaWEMeP7KrkkdarPXiVzfdddlrshwTdXXOyvXjY20sYTuubZrZmSIx2RtWNLFmSXcv3Otv5pmyW+8d3DQbMU6c4Y++rymZElEXUS0JYwA8OLQHCKSgK0d7g/BI0eOAIqCvbJstoWwSMf2duCb3+QiQYDBFmIh/c8OzkCxjhh3q2lmBnvd1DwWDci5cYvHnJVr2w0IU64VBcjlcGRsjNbOvXvthRNAFwQ8SBBDXcTZcz06R+Taq6HxyJEjwOQk9jop1xxDWoyws4UkkhnkiwrZCFwgqeT6v4eHUX/kCPKFGKJWW0h9PVk1n3iCPudVrl0Io2czI4Ajx48DAPa6Kdecb2cAlfB7kNhCkTLUf+m61foXDcq1tk7F4+7KdTJJb0w9RCbetBAi1+q5tFGuHTkVcOXaQgRB+EsAf6H+7NcA/C6AD6gfv65+/f8TBOHPLmGdocLg4CAG7fJjp6bo1WaAgS0A8NDtG/AWnw9QU12LixgEzOpGmeS6XbWG3O3Hbw1o5HpwfJyOlXU4yiOPuI9mdgGbDrd+VT02t/tU82Bz/qxTGqugXA8ODmKQHV+j7/rYMSJGnESj4nVduIDBhgYzYWSxaQHzrcuuaWGBrnMruc5kgAsXqqLya9cUm7RphUVRZ2khbsOi2OTBRc6x8CU1KQodJ2u8I/N6bvPZsAmzVcWK3oEEbt3Y6rphANRjdeGCOSrQSK4B4MEHAbsHrV1NMftR4739CdRFRNy0wVtFHRwcxGAm461c+3gr6aRcj82nS5NCACIdiqK97RtMpfR1ykm5ZhGZLnFpRrjZQsYX1BQTD7V4cHAQg6mUsy3EhyUEsLeFsAEytsfJAFkicn1hbg6Dg4NmWwgjjw0N5jWBK+faPS3k5dF51EVE1/z0wZERuv/cyLWP/qwIR/b28OxSaZyvgVxr61RDg/u1zpFxDfjzXK9bpZ5LSaJ10ECuHTkVcGWSa0EQdgL4GID/BLBFUZT3KYryaUVR/kH9eAjAFgDPAPi4IAg3XuqCQ43JSZ2oVQPWDvx8nnbvZSrXAPzbL+zSQip0czSp6QC+Cb8TjOQ6n6cHRDVsIR0d9IA1kqFjx4Dduy9/LUY0NpoJI3tDUyVyjXo1K9VKrvv7iZxUy0IDeJNrFcwW4kZEG6IylrIFDM0Q6fGVFAIQ4YrFSptkz5+na42TkJlqchg1vpDO4eWRedzlZ51g8XKKUkqufaApRpvtRUtdRwcSuGNzm6ffWkM0Sve/HRnKZilRyMe11WBjwVjOFjC/nLMnsCxdgpFCaxQfUKpcByDXTrYQplx7WTEAkK0glyP/vhFByLWNLWSMY4AMQGkVeVHWvOpZuyEy9fXm88aVcy26qsSnRhZww9pm9x4Ir7QQn7G9skSBB0UXIsuSQpzItQYv5ZqTXPOkhWTyBUwnM+hqNryFMFqgvHCFeq7fB2ARwMOKosza/YD69YcBJAEcqmh1Kw1TU9yv5y4JrOS6Ahcly7rmebVqgjHnulh0D4H3ieZ6epi+7uoK+K0BM7memqKHfTXItSSRmsjI0NgYWTCqTa6bmsJFrgXBPmau2v50wJ5c2yjqjAC4NTQ2qmO9dS+zD1sWQMepq6uUXPf3B1KtAVW5tiFnJy7MoKgAd2318YaluZmU2IUFWh8CXk92yvVMKotXxhf91eMWUTY4SOuYL3JdeqyYIuvouQZ0RdEaxQeUKtezs7Tux/ia4OvVKD5FKSVDo3PLaKmPuL5NKanVShwrpVyr5NqroVHzXKt/P18omm0hkQitq36Va5ec62JRwSl17Lkr3Mh1IkF/fFxPbEPuRvr7J1nGteHtuSEtRMNlVK4n5ukNx9pVhnMpy1e859qLXN8N4ElFUWzGs+lQFGUGwHcBvL5Sha1IhEW5ZgtwBcj1Azevw4f2btX9UryQZRqrnMvprw8rdHPsuqoND966Hm+6vkIEmHkEp6f1RaUa5BqgxZaRIdWz52c8/CVBPG6O4hsdpYd5K0ee8aVCS4t9ox4QPnLd319CzHRbiJtyLWEpm8cwS+HwaQsBQNexnXLNEXFnh3jM3hbS259AVBZx2yYf1wSzhZRpM7IO3AEo4QgAfzMjoBNUO9IRoFk9HpNKhsg4DpABgivXPu7DuoiEooISMlssKnjm7BSXhcZUm9UaUiHlenwhjYgkaLZEJzDPNQp0nHPGITJLS3rsHLv36uq4Ilbdxp/PLGWRyhawtcPD/ulGrgOsVSxhyM2u0j+VREdjFKsMczNsleuGBnflmq2tvGkhLoSfXfOmDaUf5ZqR64B222rBa4u6DcC3OH/XSQBvLa+clYH6egeiOTVVtcYzAKhniyxbgCvgVbpra7u/B5QRsRhMR6pCyvXqphg+ffCWwH+/5PxJEhHsqSnuRaXS0Gravh340Y/oNeexY1RbQG96xepatQp45RX9i8Zkh2rV1NpqT667unQicrlrAugBZs0EtxlsE5Xp2NVHnJfgeExGrqCgfyqJppiMVQ3+Yg/r6+upufrECSJBsRh9vHixLHI9v1xKFo4OzODWjatQ55J+YqoLoPM0MlKRNyFNdbLJFtLbn0B9RPLMbDbVxDb/dqTDR8Y1Q0NULmmydE3kYIRV/ffrGxp0wSQSof+2U6592Hvq1fOTzhZNdpme/gRG5pbxe/u9PcD19fV6XZUg1zYNjePzaXQ213nGrMqigLwko06hunLTip4bv7ys19nRQWt8HV+4mdv486lF+n9e46Gq18fjtEa6kWsfnmvmJfci1yU+cAO51u69CtlCNOXapSbd4mN47kYiJnLtyKkAfQCduLKSo73IdQsAWzuIDWYBXP6nWhVw8ODB0i8qStWV64O/9mvABz6gL8DVbgSIxXBwyxbg3nurW4cFtuePjUAPMJ2xojUtLNADa2iIlOudO30Ns7kkdT3/PPDzn+vDicrwx1asph//GPjhD83f8OlhrHhNAPDSS0R4ikX9YWCjekY4lGuWHHRmbBEb2hp89xccPHiQNmlPPEHq+Q03kL1BUYKT66iE0bll09fml3M4NTqP33oTn6qrHaunngJOn9bJ9drgzdxWRf3owAzuuKq1NEvaraZIBPjCF5yV6/Z2X43F8aiE5RLl2oVcW5Trg/fcAxjXKrsR6HNz/si1ek0t5wpogb5Z++cTQ2iuk/HmHd4xgwcPHqQ6vvIVM7leWqKECR/TGQF7W8jY/LJnMyPAlGsRB9o70HLwID735z/Rh8gYlWuA1gavwSkqKOfanjBOquTaax7FwYMHgV/7NWdyLcvAVVdx1QPoVjK7THCG/qlU6TmMRulPPK7fe//0T3oDvx0mJ+nNkofdiCctxNY/b7SFpFI4+OUvA5/+tP0vsIYhrBB4rTwR6OPPvVBUf/61iWSSFppqeq6ZulFB5bosMKWs2nXwoMrkWgMjh2fPknJdbUsIQKQim9UfTFUm1wDo/ExOmhuqyrA7VAwdHVTTnMFJ19dH9RqyfzVyHXOP4gOAvolFbGz1actiYNcTI/j9/fQxqOc6JmPJYgs5Pkh+a19DpgCdLFaCXBtSTKaTGZydWPT/xo0RMTtFz2dSCKDaenIFUwPaxHwazXWyva+ZkWt2n1mJTUuLfVqID1sIU66NcXzzSzk8fWoc77h1PdebB1Ntxqxr9samAraQiYUMV962zBoa80TU8sWiZrkyKdcA8Ad/QH84QDnX7sr16kYOnztr/LSir4+GqfkYwhXR/M32dc2ksphJZc1+awA4dAj47GfNbxp5lGsOLqPnXLuR62U018naekZ/0WALOX2a3tY+/rj9LzDG+K4g8ORcXyUIwm0cP+d/1N4KxeHDhwEA+/bt07/IdoFVVK4PHz4MxGLYFxZyXVeHwwMDwJEj2AeE5gaxPX8dHbTgTUzQq8PLfMy0mnbsoC/88If04KxyM+Phw4eBiQk6f4kEncPRUWD//urWNDeHfYUCMDND5y6VAsbHA5PGitQEYJ9xkAxTOc+eLVHU9SEy7rYQgMaN+04KYTWlUnTuGLlmMXxlKNfWYS296ojxWzxGjJvqArDPSK6bmsq65xrraGorAPzgF+Th/qXt/Gvx4cOHgTNn6Fg52ULe+EZfNTXEKI8/nS9oZNqU92uFxRZy+PRpoKlJX6fsyPXsrK+8eUaejYkh339xBNl8Ee+6g28+w+HDh4GzZ+lYGZXrANMZgVJbiKIoGJtfxr7rvckd81w/k5hG/PBh5AqKRvhKlOu3vIW7JlkSHAnjFKdyrV3nTuTa51s2ZnfJ5e3rGmBJIWssz9nbbqM/xpp4Gho5yDVPWsjoXLo0O91oC5mYwGEA+Ld/w75Pfar0F1Qwaexygodc/5H6xwvGwTJXNIbZVCwjOD1KlxLDw8OkKITIFjK8sEAWh2rWYYHt+Vu9mqwPLOP6MvuJtZre9CY6Tt/+Nn1eZXI9zAbGALqfcnGxLJWxIjUx9WZigsg1y0jdurV6NQH6/Z9I6EpnXx/w9rebfj7KkRZiVHp8T2c01tTZqSepnD9PirHPV/fGmpaylDbBbCpHB/hGjJfU1dJCyufAQNlvQhpjMiYX01AUBd86dhE717dgh8uAD9ua2LppJR2pFKX2+FSuma0nldHJ9fhCGp1OiqzFFjI8N6dPYAScbSF+lOtoqXL9zyeGcMPaZu/0CxXDw8N6HZeAXM8v55DOFT2TQgAiwRlRwuhyCvXDw8jl1+oNjVbl2gdkUUShqJiuc4apxQziUcmsxNpgeHjY3nNdLNJmzSjucIDZXZzSQlgM39Uu2dvaveelXE9McPnBedJCxheWS99CGJXriQkMA6RgFwr6fcBwhZJrm21EDbYIgXINIHy2kFyOfHjVrIMHq1fTw2FsrHqWEIAW42uvBZ57js7lDTdUrxYG9saBHR+g+rYQ1rQ4MQHs2FG23aFisI5An5ujjbdFpWJxYa4TGg3f8x3DZ8T27Wbl+uqrA28e4zEZ+aKCTL6IuoiEuaUsTo8t4Hf2BfC6s3P4yivAhg2B6jHWlZou4KWRebwyvog/ekeAkQtOUXxM7fepNDJCbVSJx+fTuL7LoTXJolyXWAZaWujtDEOxSBuCIA2NKrk+NTqPl0cW8IcP+Fxn7NJCyiDXGYMFQ48r9L7mSbmWgRz9/ZzVFhIw0UgjsgVFaz5mmEpmPFVrvUCplFwPD1NtPpoZqSb3hsb+qRSisug5YRMAXxTfPfd4/hqutJC5NHaut1yjRs81s2Km00Swd+40/2wyWf3nTQC4kmtFUWrkmhchUK4BhI9cZzIrg1x3dNCu+exZ4JbgSSQVASPXt99ujuOqFlgE0vS0TkCqvdgZyTVA6idQNeVag5VcO6RMcDU0GpSxILYQDddeC/zrv9J/nz9fVvoMI/xL2QLqIhKO+RgxXgJ2DgcGyn5D0xgjW8i3jw+hLiLi7TcHuD6dovgCJIUA+rllUxpzhSKmki5eYqvn2nrvW5XrxUUi2AHINSP83zkxjKgk4lduWc/9OwDoxN/ouQ5IrmOq55qpxK5NnxZIAjU0CuoQmVxBMUfxrff5/6WCWTDyxSKilta0qcV0eeQ6YGSolnPt4AXvn0xia0fcfbANQzxOdeVypZs4NkiNx3PtoVyncwUkUlms81CuNfT2lpLrFeq5XlnZJmFGmJRroy1EFAO/GisbsRjdQIxch/kGYedtaKi6yjWgL7rVHh7DYFSuqz1AhoE1B7KFub+fvlalMfEarOTa4UHKlxaik6sNQTKuGa69ljb/iQQNsymj6bNBJfysefDk0BwiksCfj2wEO4eFQgVsIRIW0jn86wujuH/nWrTUB+itd1Ku2Tn0edwaNM88HavJxQwUxYU0WpVrK7m2eq5Z06wvWwhdd8u5AtK5Ar57cgT37ehEq0eetGOtdsq1z3uQWaQYQZtaUKPuOAispEbxoZhHsaigUDR4rsuyhejKtRWTiz6Ua7thKQHJtayp6fbk+uLMEja3c64TzIu+vFz6vUSCEoW4PNfuaSGO0ZMWzzXWrCHxraen9JdcobaQGmzQbJejOzlJJKRaRBZqXc3NuorHLsoq5REjFkOzotCNCoQmBN72/Bk3RVUg16aa2OvCECSFNDc36wtxIqE/TKtIrpubm+leM45AHxgg1bpK17p2/lpaaEPLiMYrr9DnFrsKIxT1LtPw2OTB1U0x/hQHu5oY2fnxj+mBVga5bmTkWiWML4/MY3tXE/+IcWNdxmu+zOspHpORzReRzRfxq7s2+f77zc3N7sr1unW+xQGj5xrQpw56KtcquW5etcp8jJqbdbVaFKmZEfClXNcZ0kIOn5nA/HKOu5FRL6NZ3xhZyXVTk75J4QTbaGbzNABmOkW/s4MjjUOWBOQFCU0KIDU2mX5fSUNjgJryNkR2ajGDe67xFtGam5vt00L6+uha8tm3EhGZcm1PZMfn03jd1e69FNq9xwSvVKp0LoCPWQ9e2dvsLUSJVcWiXDe3tdEx6e0t/SU1cv3awYEDB0q/ODVVddX6wIEDwDPPAC+8QF+o9kVZV4cD8Tj5KUMUAm97/qpMrk01vfnNwAc/CNx//2Wvwwqtrg9+kB6eCwv0wKrCoJaSmn77t83KdRUHOJnOX1sbWWgUBfjOd4A77ywhHDwTGpktJKglRKuJDQBiueDlKNcaYcxDURScGl3AfTf4u1+0up5/Xv9iBRoaAWBrRxy7rvLvsz1w4ACdr0cftVeuA+SnM8/1UtZCrp0a9SzK9YG3vc1sc2ppoRqTSbr/gijXBs/1Uy+OYv2qek9CZsWBAweAF18EPvGJUnLt0xIC6BvNbL6IeAxIJLOIRyXXfgQGGiIj4R2xOii/8g584vn/cI7i8wGniLl0roDFdJ5LuT5w4ADwv/5XKbmenqbnjU8hQJ/QWEr4k5k8FjN5TyuNdu99/ev00a6p8cIF+rjRe9MlSe7KtTaR1M4WYvBcH7jhBnpT+4lP0PFhDdfFIm0AViC5DgfbuRJQ7dHnDGyksKJUn1wbc67DbAkBzOkJ1baFtLUBf//3VSWwJWBjvas8ndGEzk4i14UCpYVUu5mRgR2rI0fIw//YYyU/EtEmNDoTiJgsQhKF4BnXDFu30sb26afp8zKOk6ZcZwoYnU9jJpXFDs6UiRIYcr8rRa4P7troe9iOBkGwHwsdIOMa0DciLLrQdgy0EV4519YR6IxcBxgi0z+ZxM/OT+Odt2/g8+ha4ZRzXQ65VknjdDKDdp4MaVAUXF6UIeTzyKmJIyZbSFDlWrT3N/vKuAbslets1nM4ix20KD4bIjtuN6jFDey4OA1MArg2lF6e69E5Vbm2NqdaPdedncDdd9PnR4/qP8fqCzt/sEFNuQ6Ap9WH1H5j1u/UVODmiUrh6aefBsbGsJ/t9kJArp+emQHOncP+EO08bc9flZVr25pCAK0uRhiXl6vut9ZqYuR6ZIQeYFVsZjSdv44OOlb/5/+QqvjwwyU/v3P9Kty+udXVIykIAt5yYxf2+VSGbWvasoXU/fr6smIUmRqbyuTx8gj5f29c528TqAGDevAAACAASURBVNV1++36F8uMdrx54yrctmkVHro9WOqIVpM1RWF2lkhjAOW6s7kOrQ0RfPGn/bh/ZxcmFtKoi4jOfnCLcv30z34GtLToawLbjMzP09vAILYQ1b7z5PMjUBTg4QDHS3vOAKXKdYCIx6jBFgKQct3eyGctkdWc6x8vJbH8H08DkMjSUShQbeUq1xa7w1SSL+MaUI9TMon91vMTkFxHtZzrUuWakWuv+ELtOmcWTaeBSWxcvAe80kJG55axqiFS+haCea5zOWBmBk8vLAAzM9gvy2QNedvb6OeqHcpQBmrkOgDGjXFIDJOTVU+ZGB8f13eDCwuhINfj6TQ9BEJ0c9iev7o62h0nk1Uh17Y1hQBaXe3tRDLm5ynFJAw1dXYCp06FIobPdP7a28ny8LOfAR/5iO0D/uo1jXjiw3s8f+/fPsIzv4ujpu3b6Tht21aWPUv3XBdwMZGCJAq4fq0/cq3VZXwzUya5vn5tM578jdcF/vtaTdb834BJIQCpxJ97961475eP4RNPvISCoqCruc5ZWbd4rsdnZswNZ+x4sabGALYQURQQk0UsZvJ43dXtgfLTx8fH9X/bSq4DKPxMuc7kdeWaty42RGYyn0dyfBzAeiKhzFMcmFzraSFG8A6QAdTjVCzaK9c+felUk/OERs+3IsaaAF2IcFKuOa932aOhcXh2GRvtmrFlma5tNWVtXJLomrrlFnNT4wom19yrrCAIXxYE4U6X7+8WBOHLlSlrhUFRSLmudgwfoC8m8/PVt2MY00JWws3B1Otq20LCCEauwzD6nIEp14xcVzuGj6G9nbJscznyqocB7GFZ5nh4Nq49lcnj5dEFXL26MVCzJQBaH2IxUl4Dvr6vOKzKNSPXAUgjALzhmtX43fu2419fHMXh0xPunlietBDAbAsRBN/2MaYi+m1kNMEpLSSALSQmW5TrVBYdPpVrFAooqCpzRBb0YxjYFmKfFjK5yJ9kAsA+ii8guWae66xN8yBL5eAZvANADxewU67PnuXO4JY8bCHDs0vYYGdrY7YQ1jPDruG77waOHdNFwiQNxlkR/MECPxLGIQBu0tAWAL9WVjUrFYuLdMOEwXNdp95cIVGutSEyK8Ez1dFBi56P16yvGTDCmEpVdTqjCZ2ddN+dPEmLNUcDzmUBIxh79/oaTX1Jwch1meq+MS3k5ZF57FhfZl9Ac3N4NmtAqee6r4+U/jI2bh/euw37ru9EJl90H4xiUa4dyTVTrmdn9XQaH6iPSGiuk/HmHV2+/p4J1pzrfJ7qKtNzXSwqmEll0R7n9VwTuRaLBU09lUVRV/zLVa6ttpDFDAQBaOONLqwouXZOMBmbT6O1IcK/0WWbDiu5XligQUXcyrXz+HNFUTA8u+yfXC8tAb/4BX3OlOuVwB8sqGRDYxxAzvOnrkSEZYAMoN80YSLXmczK2HmuXk3nMAzNemFDe7uuJoSFDLE3DD09wObN4Ri4A+gE40Mfqm4dRlRIuY7JIkQBuDCdwuRiBjf6GDFui7CR63jcrFz39dG1FcAjyyCKAv76XTfj1k2rcPdWF/JpVK4jkdJ1yK6hMYAQcPfWdnzwnq3B3zgA+kaAKdczM/QxCLlWf1c2X8Tccg6FouLDcy1SznWhqNklIpJYtnItO4wan1rMoD0e1ci39y+yybkObAtxjr0bn0+ji2OipQamXJc5MMlNuZ5KZpDJF+0tPsxzzcg12ziypkZmDVnBthDXp5EgCJsAXGX40nWCINjNxGwD8GEA5ytXWnjRbl1AQjJApr29Xb8Y5+fplUqVo/ja8/nQkeuS88dw6BDw6quXtRYGx5qqDK0u4yJcZTKk1cRUqV/8Ati3r3oFwXL+7r+fXq3aRT5eRphquusu4JFHgLe+tazfKQgC4jEZxwaJTN0YICnEVNdHPhKKNyFaTQ0N+noOABcvUjNomWipj+C7Xp5wo3Idi5WuCXbKdQBy/TcHy+sNam9v12cXMHI9PU0fgzQ0GmwhCbVhkDstRCLleq1SRKqlFZgAjSsvU7mOOOQ3Ty1muPK3AfU4GScmM2QyZdpCbBoaF9JcSSGm6xwoVa7PnqWPFfBcD8/SOXBUrnM5TZhsv+oqOlabNwNdXWQNAa5ccg3gfQD+XwCK+uf31T9WCACK6s9f8XjggQfMXwiJcv3AAw8QOfyt39IHflRZuX4AoIUuRDdHyfljsEl1uFxwrKnK0Or69rf1L1aZXGs1vfQSfSwWq+63Np2/m24C/vEfq1eMClNN8TjwzW9W5PfGozIuJOihfP1a//e1qa7f+Z2K1FQutJq+9jXzBnt0FHj96y9PEcYovlisdE2Ix0nNNirXPpoZKwWtrmhUJ9dlPAMjhsmD00mymfj1XP9KsYgT996Hv+k7Sso1I9dlKtdWC8ZUkn864wMPPED33MmT5m8EtYWIzraQ8fk0btrgvdHSzh0j1Vbluq+PrjHON1yiKEAQ7JVrnVw7NDQy5bqhAQ+8613693bt0sn1CvZce5Hr7wG4ACLPXwbwRQDWEToKgCSA44qiDFW6wBWBkCjXAHR1Y2SEPlbbFgLQArwCPVM1GGBUpEKgNAIwN56GJeP6NQA2OXJLRxxNdQHGjIcZxoZGRbm8DbxGW4idDUUUyRpiTAsJ2GhZEcRiuue6jGegMS2ETf7kVYeZ5xoAchmqRRYNtpCgyrVmCzGTxunFDK5e7eNZ5pRzXUZaiLXJMpMvIJHK8mdcA/pxsct037xZ793iqUsUbKP4hmfpd6+3TmcEzLYQa4DA7t3AU0/poQzAiuQPruRaUZQXAbwIAIIgbAbwhKIoL1+OwsKMp556CoBhF8h27VUm10899RRQKJBaPDxMX6wyuX5K/c8HQrTzLDl/IUAYawIMdW1Q83CbmqquImg13X8/EY4QKNdhPH+XqiY2OXKHz3xrhlAfK2MU38wMEaHLRa6NtpCODvvj1NysK9ezs1VRrrW6KqRcxwwNjTPMFsLZMCgJAvKijKcAnP7RDwF0VcQWItuoxIqiYGqRX7l+6qmngLExPFDhhkarD3xygY6Z13RGrSao15Q1GQcINI1UEgVH5bo9HtXWCxOMynVnp7mu3bvpZ06cuHLJtRGKonzK6XuCIMQURck4ff9KQyKRMH9haooIh4/d3qWAVlc8HhrlWjtSISLXJecvBAhjTYChrptvpo8haD7TapIkUtQnJ6uuXIfx/F2qmuLqIJkgfmsg5MfKSDhGR+ljlZRr2+PU0mJWrquQbKTVxSbwArpyXWZDYyKVhSgAqxr4yKeojj9PAJhNTAPoqmxDo0Elnl/OIVsocpPrRCKhD0oxouy0EDORHVMHyHRxxPCZrilrpruikOf60CFfdcmiqMUgGjE04xDDB+ie64kJYOtWc1133EEfjx0jch2Pl5XNXy34ybl+iyAIf2j52m8IgrAAICUIwj8JgnCFvSPkRFhGnzO0tISGXGsIEbmuIQDYQzME5NoE9koxLBnXrwEwW0jZSSFhBIviY5YQ4PIr18WiczoJs4XkcrQJqGZsqJFcT07SGhEgscfY0DidzKItHvU1kl2R6N8s5shSUokovojNEBk/A2Q0VDCKTxIFiELpSHbeATIlsMZOjo+Tx5kz49pYl51yPTK7bO+3BkqUaxPa2sjzffx49UMZyoCf7cDHAVzHPhEE4XoAnwUwCuDHAA4C+EhFq1spCMsAGYbm5nDYQoxK/gp8rVODAQ0N9DANI7levXrFLsArEeXaQkINFlGWTldPuQacyXVLC9lCAkxnrDisnuuAApNOrgtIJPnTOBgK6nEr5Avq7xPKb2hkEXMGRVYj137qcyLXAaMdZUks8VyzATI8thAT7GInAd+2EPJcm2sqFhUMzzlkXAPkuc5kKGXGbmjb7t26cr1CuYMfcn09gBOGzw8CWAawW1GUtwB4HK/VITJhU66NTS815bqGSkAQgMceAx56qNqVmPHudwMf/nC1q3hN4bquZty2aRVaeQdprCQwMpZK6eT6cjXwSobcaSdlk9lCGLmupnJt9VwHFJiMQ2SmkxnujGsGplwrKrk22ULKVK6NKvGU6gdf0+yDGFcw5xqgyZGlynUa8ajkv7nYbmASUBHP9XQyg2y+iA1OY+xlme6xYtGZXI+MUE0rlDv4eYfTCmDa8Pk+AD9RFIWFOD4D4P4K1RVqdHVZJltNTek+oSpCq6vF8Lq2yuRaO1IhukFKzl8IEMaaAEtdn/lM9QoxwFTTr/969QoxIIzn71LV9OFf2oYP/1Jwj3uojxWzASwtEblua7t8vTQW5dr2OLGGxtlZ+rwKyrVWl9VzfcMNgX5fVDLkXKeyuLnV34ahKMnoAvBqYzOQhTmKL/CExtLhKH5tIV1dXXS+jORaUcoj17JYEsVHA2T4rlHTNWVtaDx7ls6pz0m3dmkhQ2pSiKvnmqGzE11WdXrXLvr4/PPAG97gq56wwA+5ngawGQAEQWgCsAvmzOsIgDJGPq0c7N+/X/9EUcp6JVZJaHV96Uv6F6tMrrUjFSJybTp/IUEYawLCWVetJj6EsSYgnHVpNbE8d6ZcX04blFG5jsXsj1MIlGutrj/5EzO5Dqhca8NR8kUkkln/yrUsYz+A9M7bgedSRIyXlojARYK1gdmlhUwtZhCTRTTZpV/YYP/+/cDRo0ChQDxBEPQptwHJtSyKJfGANECGbxNhuqbicX34D0Aq8TXXmK9DDkhSqXLNMq43cpLr/VYCfeutVEehECru4Ad+bCG9AB4TBOEhAJ8BEfMfGr5/NYCxCta2MsCaS8LmuWYIiy1khfqmaqihhtcQmOeaKdeXk1zzeK6bm8kPzqLvqm0LyWaJACUSgQUmQRAQlUQspPNIZvK+PddF9bgV1ZzrKFOuA6rWgHGwjU4aJ9UYPsE6lt71F6nknqnXzKMekFxHJQG5fKly3cmRFFICq3IdIIYPUNNCHMj1+lUOthDjpsfOFlJfT8O4gBXLHfwo138I4CcA/ln9/KuKopwGAIGutgcB/FdFqwspnnzySQDAgQMHQjVARquL2UIikcCNExVBLIYn1f88EKLdp+n8hQRhrAkIZ121mvgQxpqAcNZVsnYy5fr66y9fERbPte1xYvVdvEgfq2AL0eqKxciikkiQMlvGMzAqixhXI+V4pzMyKJKMJwH0Hj0CNO7RPdcBmxkBahwEStNC/CSFPPnkk8DZszgAELk2etSDKteSaFKJC0UFk4sZ7qQQ0zVljOLL54H+fuDBB33XZOe5Hp5dQkdjDPVRBxXcolzbXuu7dtF0yxBxBz/wk3N9Sk0IeR2AeUVRfmr49ioAnwb5rq94LLAQfyA0o88BQ11Mua72RVlXB+1IhWj3aTp/IUEYawLCWVetJj6EsSYgnHVpNTGlOpkExsaqqlzbHie2trMR7VVQrrW6mOe6As/AqCxiVI2Ua4/7E4SUiIwFAKnFRaBR9UuXqVyztJCcJS1kczs/YV9YWNAV6wop17IkIGuwqkwnMygUFW7PtemaMirXg4NEsAMp10JJzvXQjEtSCKBf67EY0Nxsf63v3g188YvV5zEBwUWuBUGIA/gYgGcVRXnK+n1FUWZBsXyvPYRIudYQFnLNVPNodEWGwNdQQw2vMTC189VXye5QRc+1LZhy/eqrtK6WQSDLBiPXFXgGRiURo3OkXPv3XJPFQCmoaSEs57oM5dpuYMtUMoNdW3y+KWDntGK2EHNDo58BMiUwKtcsKcRnxjXgrFy7Dpli5Lqzk7zodmCTGqvNYwKCi/EoipIC8EkA/tpIXwvI54GurlAo1xrYAlzti5I9IKo8ubKGGmqogQuMkJ07Rx/D6LkGgAsXSLX24/+tNJjnukLK9bQadefXc60wz3U+D1kUIIpqQ2MZGw9JFKj/ULWF5ApFzKSyWN3o81lWYXItS4KJ8I+rar/vjGvAPDDpBz+ga27HDv81WdJCikUFI3MuA2QA3XNt57dmuOEG4K1vBe65x3dNYYAfz3U/gPBlKFUbDz0UvuzfsCnXNXJdQw01rASwhsbz5+ljtZRrt5xrgDzXPiPTKo5KKteyrvP5Va61TUm+oCnO5SrXACngzBaSSBIp7mjyWVuFyXVEEk22EOZT9z2dEaBrXVEoMeQb3wDe9S5zjC8nrMr15GIGuYKCjW0cthA3ci1JwL/9m+96wgI/5PoLAH5PEIS/UxQl4fnTZUAQhIdBDZTXg4bUnHD/G5cXGzZsqHYJttDqYnE/ISDXG8JQhwVhPH9hrAkIZ121mvgQxpqAcNal1cQIWbXJdSxmf5wY+Vlertp0Rq0uo+daEGj8eUCwrOuGqISGqL8R6kUpgg0AVsWbtHxqLC0FIopGkEpMRDaIqr5hwwZ9w2El1wGDBiKiaFKuxxbSiEoi2jgHOpmuKXat/8M/0CTExx4LVJM1LWRYy7h22dxYyHUY14Ry4ecqXgQwA+CsIAhfBXAOwJL1hxRF+VoF6noZwAEAf1+B31Vx7Nu3r9ol2EKrq7eXPlab1MZi2AcA69dXtw4Lwnj+wlgTEM66ajXxIYw1AeGsS6uJkaD+fvp4OQfeGPtSYjH742SMWa1SDJ9W17//u65ct7f7zkc2ginXvlVrAIhI2AdgdNM1OGxUrss8d7JBkdXJNX99+/bt03OkK9nQmDcr150t/PGApmuKkevPfx7YuRO4++5ANVmVa88BMkCJLSSMa0K58EOuv2L4799x+BkFQNnkWlGUMwD85UnWoCNstpAQJYXUUEMNNTgiEqE/2SypjgFJUCAIgj44w6uhEaiacq3B6Lkus+dII9c+k0IAvaGxmM0jUl9BW4gkaqPGNVuITz94pXOuI5KIVLagfT4+n8ba5oDecmaBGh0FPvnJwP59WRKQzeqEf3iGZVxz2ELC1KtWYfgh1/desipWGB5//HEAwMGDB6tciRlaXXv20BeqTa4lCY+LIjA7izAdqTCevzDWBISzrlpNfAhjTUA46zLVFI/TBMTLaQlhkGUi19Go/XGKxXRSWyXlWqsrFiPSODlZdloWs4X4zbgGAMgyHgfw7MvHIN9zI32tzIZGwNw8mEiRct3ug1w//vjjwIkT9OyrGLkWTGkh4wtp3LSB/zowXVNs89HQAHR3B6oHKFWuR+fT6GiMoi7i8ibDYgsJ45pQLvzkXB+p5D8sCMJh2DdI/r6iKN/38Xs+COCDALBp06YKVeeO5eXly/Lv+IVWV1jSQgAslzGC9lIhjOcvjDUB4ayrVhMfwlgTEM66TDU1NFSPXDNrRSzmfJxaWsiKUSVyrdXF1PXhYRr4UQbKUq4jESwDyGYyGkmvhHJNo8Z15Tomi4g7DUWxwfLyMm2UgIoq10xNVxQFkwsZrPEx2MZ0TTHl+pFHyvKnW9NCFtM5NNd5PPMt5DqMa0K58Nc5UEEoilIRk42iKF8E8EUAuOOOOxSPH39toLERuPfewB6qimLnzkDB9DXUUEMNVQEjZWvXXv5/2zhcwwnNzUSuq20LYTWOjAD331/Wr9KUa79pHACEiJ5zraWFVEC5jhiU66lkBh2NPkefA5cgik9vaExm8ljOFXyRaxOuu44mkH70o8H+vgpJNMcDpjJ5xGMe1HLnTv3PFQrHIyAIwnvV//y6oiiK4XNXVKihsYZyIIrAT35S7SoIv/mb1a6ghhpqqIEfTNGrsnINgxpoAlMZq6Rca2AEMZerquda25AUCojIAh23dLp85VoStZzrRDIbzLJiJddljj+PiPqExslF+l1rmgOS6/XrgdOng/1dA6xpIalMAY1e5Hr7duAXvyj73w4z3I7AV0ANit8GkDV87rZ1q0hDoyAIDwL4PIDVAH4gCMILiqK8udzfW0MNNdRQQw2uYKSsWp5rgMhXOm3/M6xhPSzKNVC+57qstBDVglDIQxZF/biV67kWBT3nOpXBmqYAWdKXIOeaqcSTCyq5DlJXBSGJgolcL2by7s2MrxG4ket7AUBRlKzx88sBRVG+C+C7l+vf84stW7ZUuwRbhLGuWk18CGNNQDjrqtXEhzDWBISzLlNNIVGutzjZUqqsXGvH6tVX9S9WSLn2ncYBALKMLQDO1DchKamjz4EK2EL0UeOJZBbXdzV7/A0ztmzZoivVlZzQWGTKNW0i/NhCLsW9J1saGlOZPBpj/mIZw7gmlAtHcq0oyhFBEHYLgtCmKMpMpRsaVzL27t1b7RJsEca6ajXxIYw1AeGsq1YTH8JYExDOukw1hUG5jsWcjxNTrqtErrW61IQHABVLCwmiXAvRCPYC6G/twrAs6OS6bFsIkUZFUZBIZn0lhQDqcWIboUpOaFRzrqcW/SvXl+LesyrXqUwejXX+2vnCuCaUC9Hj+70A9rNPBEFoFAThnwRBuOHSllVDDTXUUEMNVUBIlGtHMMJWbVuIkSCWqVzHylGuI2odedUWsqTOtitXuRYpmWMhnUe2UAzmua54zrWuEk8uZhCVRTTXVy2XAoBZTQfIFuLZ0PgagNcRsPqrYwB+FcCXAJTvhF+h+MY3vgEA6C4jG/JSIIx11WriQxhrAsJZV60mPoSxJiCcdZlqamiggRpqTNhlhcFz7XicqmwL0epqa9O/WKZy3RqPIh6V0Nrgn3SKERnfAHD0wmlKC6mgcp3NF5EIMPocUI/T2Bi6gYqNP5cNUXyTC2msafKXYHIp7j2jcp0rFJHNF9Hoc4R9GNeEclHbXgRAPp+vdgm2CGNdtZr4EMaagHDWVauJD2GsCQhnXaaabr8duHBBJ7qXEwbl2vE43X47cPPNVVOutboYQRRFwEi0A+C9d2/Gm3d0QRIDTAmMRJAHUMjnEZOFiinXsjoNMZEiQuzXsmI6fxXNuSaryuSiv4zrkpoqBFkUNTU9laHf79cWEsY1oVx42UJqqKGGGmqo4bWDD38YOHy4Ov82T871gw8CL7ygE/FqgdXY0UEEuww0RGVs6YgH+ruCRMdMKBYqqlxHRJqGOK16mwPFBDqlhQQcrBZRNx+FIiPX1U0KAVTlWk0wWUwTSa7ZQmrkuoYaaqihhhrCAR7PdVjA1NcyLSHlQpJFFAQBKBTJc12htBA2/nxaVa4rknOdzdIGKuBmJKJ603MFhWwhQTOuKwhjWkgqqyrXNXLNZQu5XxAENqa8AZRl/bAgCLfY/KyiKMqnK1ZdDTXUUEMNNbxWwMhYQNvAZQXbAJTZzFguZFFAQZQgFguIVtgWkivqnuu2eIXIdRnnVlaV68VMDgvpfPDpjBWE0XOdTNfINQPPEXhE/WPEhxx+VgFwxZPra0M6zjuMddVq4kMYawLCWVetJj6EsSYgnHWFpiaDLSQ0NVmg1cXIdbWVa1HAVkHCcLQekEQgWUlbCMXwtTZEIEv+1OZrr70WSKXokwqRa5YHPjbHMq792UIuxTVFyjU1WSYzwWwhYb3Wy4HXEbhsg2NWEvbs2VPtEmwRxrpqNfEhjDUB4ayrVhMfwlgTEM66QlOTwRYSmpos0OoaHKSPIVCu74hEMdGwCv0VjOKT1SEy08mM74xrQD1OzKLCGvYymTKVayLXo3P0e1f7tIVcimtKEkUUFaBYVJDKFAD4V67Deq2XA9cjUBscU0MNNdRQQw2XCTwNjWFBWDzXooi8KEHK5xCp4BCZiCQgV1QHyASxhAD2OdflkGuJbCEjKrkOgy2E1VRQFCQz9P/pNy3kSkTtCATAV77yFQDAoUOHqlqHFWGsq1YTH8JYExDOumo18SGMNQHhrCs0NRmU69DUZIFW18GDQFcXcNttVa1HFgV8SZCwPPgCmqUKKteiqlynMr5HnwPqcVIUHAIqZwtRrSk6ufZnC7kU15RkSDBJMuXaZ851WK/1clAj1zXUUEMNNdQQBjDlOmBU22VFfT0wNlbtKiCJAn6+8Ub8ypkjqD/3EinXklT2MWRpIYlkNlhSCEDDiCKRyivXs8uQRCG4ol5BsCbLfFHRcq7jsSrHRIYAtSi+GmqooYYaaggDJInIl4+pe691yKKAYxt2YFmK4rYnvkLkur6+7GMYkUSk8wXML+cCea71X1Q5ch1RlevR+WV0NEYhBhm6U2FoynVBQTKTR11E9N38eSWidgRqqKGGGmqoIQyQ5ZXhtw4RJElAJhLF0U07se2nTwNnzpRtCQGItOfU4Sh+pzOaYCXXZZzfiKpcj86lQzFABjAq10UkM/laDJ+KGrmuoYYaaqihhjBAkmrk2icYufvZVbcAEIB///eymxkBmNTXQNMZGSppC1HTQmZS2VA0MwLUUAqQ5zqVydemM6qoHYUA2LFjR7VLsEUY66rVxIcw1gSEs65aTXwIY01AOOsKTU2yrJGv0NRkQdjqkkQRkY5NWALw6pveii0/+n5FlOuIwXKxusk/IdaO0yWwhQAINJ3xUpw7o+c6mQ6mXIftmqoEauQ6AHbt2lXtEmwRxrpqNfEhjDUB4ayrVhMfwlgTEM66QlOTQbkOTU0WhK0uSQBia2kIyfl91xK5DoFyrR0nK7kuozZmCwGA1QFsIZfi3JnTQoIp12G7piqBGrkOgJx6o0RC1tEdxrpqNfEhjDUB4ayrVhMfwlgTEM66QlPT5s3A7CyAENVkQdjqkiQRSoFSKlI33gG85S1AXfl+ZCORDeK5Nh2nS6FcB7CFXIpzxxJM8kUFqWw+kBc8bNdUJVAj1wHwzW9+E0D4MhnDWFetJj6EsSYgnHXVauJDGGsCwllXaGr6y78EFGqiC01NFoStLlkUkDr9DAAgIu0Gvvc9QCy/nYzZHaKyGMjqoB2nSxDFBwQj15fi3OnKdRHJdB5bO8o4ViG5piqBGrmuoYYaaqihhjBAquUD+4Vk8EbLklAWeTWC2UI64lEI5cT6Gcl1mePPjcr16pA0NJo815lCraFRRS0tpIYaaqihhhpqWJGQDeQ6WsF8ZWYL6SiXxF6yhsZwRPGxtJB8gdJCGmsDZADUyHUNNdRQQw011LBCYVSuIxUk1yz2ldNuEwAAEwxJREFUruwpiBWN4jM0NJYz2KaCYDVl8kX8/+3da4xcZ3nA8f+zu77gXJyLA45zMy4hVeoWE9ySlJbSpqgXtQoCVWpRBVIpFITUIr6UiEq0EKmlN1UoopUFH6ja0hpRCwiqKTVUaZBpnBA32CUOSUoUaFLqIhzidRyTvP0wZ9az9jp+d+bMnGfW/59k7XqyO/ufZ86evD579syxE89y/pqVc970KFxcS5KkqTQ3cH714DnJI99vc18jvTojtLq4Xj3Xe6wXr1u18H7X+v+4efLp3mP0pc97PDlmCNu2bes6YUkZu2yqk7EJcnbZVCdjE+Tssqletq7ZmWD1C7cA7R657t/XsK/OuDCnMRy5HvbVGcfx3PWbjsz3HuMwv/yZbZtqg4vrIWTdEDJ22VQnYxPk7LKpTsYmyNllU71sXXMzweoX9RbXbZ5z3V80Dnv6xaLF9fx87/0RX/68/0uWw7yAzKKmFvWPXB851iyu17q4BhfXQ5lvvlHWtXCh+jZl7LKpTsYmyNllU52MTZCzy6Z62bpmZ4PnTjwNwKq59k4LGfXI9cKc+keuSxn9tJCmadgrhYzjueufPtNfXA9ztZBs21Qbcpy0M2V27tzJzp07u844TcYum+pkbIKcXTbVydgEObtsqpeta24mmH/gLuYfuGvR+dejWlhcD/HqjDAwp/7i+vu9F7oZ7Woho50WMo7nrn+1kO+OcFpItm2qDR65liRJU2l2TJfi2775Yt792pfyyi2XjHZH/cX1M8/0/j7Si8jMcNvrtvKT124YralFc6ecFnLeapeV4OJakiRNqcGj1W2eFrJ21Sy/ffO1o99Ri4trgF+/8ZrRm1p06jnXFwxxzvVK5GkhkiRpKg0erG7ztJDWtLy4zubkkeve4/MVGnsSbomSJElnNzuwoG7ztJDW9BfXx4/3/r7CFtenHrn2Otc9/hNjCNu3b+86YUkZu2yqk7EJcnbZVCdjE+Tssqletq65mWD1xpcA7Z4WMqqFOd19d5oj1+N47vo/LThy7ASrZ2dYM7f8xXW2baoNLq6HsHXr1q4TlpSxy6Y6GZsgZ5dNdTI2Qc4um+pl65qdCVZfthlo90VkRrUwp0SnhYzjuZttrmDy3fkTQx+1zrZNtcHF9RCOHDkCwPr16zsuWSxjl011MjZBzi6b6mRsgpxdNtXL1jU3Ezx3/OjC+1kszCnR4nocz11/5se//9zQ19/Otk21Ic8/86bIrl272LVrV9cZp8nYZVOdjE2Qs8umOhmbIGeXTfWydc3OBPMP7uX4Q3uJyLO4XpjTqYvrEV6hsbWmFg1eCnGYa1xDvm2qDS6uJUnSVOqf8zub8UohsOJ/oXGuhcX1SpR0a5QkSXp+/XN+Z/MctF5s1are22PHem9X2OJ68Mi1l+E7ycW1JEmaSv0jp6mPXAMc7Z0XvtIW14PXFj/fF5BZkHRrlCRJen6zC4vrpIeuV/jietE51770+QInMYSbbrqp64QlZeyyqU7GJsjZZVOdjE2Qs8umetm65maCNZt+kIsvWtt1yiILc/rc53pvEyyux/HczbVwWki2baoNLq6HcN1113WdsKSMXTbVydgEObtsqpOxCXJ22VQvW9fsTLDq0iu58LLzuk5ZZGFOX/hC722CxfU4nruZmSACShn+tJBs21QbXFwP4fDhwwBs2LCh45LFMnbZVCdjE+TssqlOxibI2WVTvWxdczMzPDt/BI4923XKIgtzSnRayLieu7mZ4MSzhfOHfBGZbNtUGzznegh33HEHd9xxR9cZp8nYZVOdjE2Qs8umOhmbIGeXTfWydc3MwLGH9/GdB77cdcoiC3PqL66feqr3tsPF9bieu/5518OeFpJtm2qDi2tJkjSV+lermEn0AjKLJDpyPS7958DrXJ/k4lqSJE2l/u/TZXrp80XOgcV1/8i1i+uTXFxLkqSpFBHMxBRdiq/Dlz8fl7kRTwtZiVxcS5KkqTUTMT2L6/7fVxCPXJ/OSQzh1a9+ddcJS8rYZVOdjE2Qs8umOhmbIGeXTfUydl2w+Ye54pqLu85YZGFODz3Ue3v0KMzN9X4Ds+umls2NuLjOuE2NysX1ELZs2dJ1wpIydtlUJ2MT5OyyqU7GJsjZZVO9jF0vuHQTGy6/rOuMRRbm9OijvbdHj3Z+vvW4nrvZ2dFOC8m4TY3KxfUQnnjiCQA2btzYccliGbtsqpOxCXJ22VQnYxPk7LKpXsauMv9dnvlerrNcF+Y0eFpIx4vrcT13/auFXDDki8hk3KZGlWtrnBK7d+9m9+7dXWecJmOXTXUyNkHOLpvqZGyCnF021cvY9dTD9/DYV/d2nbHIwpwSLa7H9dzNzvTOeV8zN9ySMuM2NSoX15IkaWpdf/mF/MCG87vOWFqixfW4zM0E562eJbJea7wDnhYiSZKm1q9sv6rrhDMbXFyvX99ty5jMzgQXrF15V0EZhUeuJUmSxqG/uH766ZV95HrNbNcZqbi4liRJGofB61qv0MX17Ez4AjKncBpDuPnmm7tOWFLGLpvqZGyCnF021cnYBDm7bKqXsSt1Uyknb+x4cT2uOf3o5ktGehGfjM/fqKIMPvFTbvv27eWee+7pOkOSJAkefxw2beq9/6pXwV13ddujVkXEvaWU7afe7pHrITz22GMAXHVVrl+iyNhlU52MTZCzy6Y6GZsgZ5dN9TJ2pW56wQtO3tjxkeuMc4K8XaPwnOsh7Nmzhz179nSdcZqMXTbVydgEObtsqpOxCXJ22VQvY1fqpkTnXGecE+TtGoWLa0mSpHFItLjW5KRcXEfEn0TEAxFxf0TsioiLum6SJElaFhfX56SUi2vg88DWUsqPAA8Ct3bcI0mStDxzA7/a5uL6nJFycV1K+edSyvebv34ZuLLLHkmSpGWLOLnAdnF9zkh/Kb6I+AzwD6WUvznbx07qUnxPPPEEABs3bhz711qOjF021cnYBDm7bKqTsQlydtlUL2NX+qZ16+DYMXjrW2HHjhxNiWTtqnGmS/F1triOiH8Blprke0spn2o+5r3AduD15QyhEfE24G0AV1999SseffTRMRVLkiQt0/r18OST8M53wu23d12jFqW7znUp5Wef779HxJuBXwJuPtPCurmfHcAO6B25bjXyDB555BEAtmzZMokvVy1jl011MjZBzi6b6mRsgpxdNtXL2JW+qf9LjR2fFpJxTpC3axQpX0QmIn4e+F3gp0op8133nOrOO+8E8m0IGbtsqpOxCXJ22VQnYxPk7LKpXsau9E1JFtcZ5wR5u0aR8hcagduBC4DPR8T+iPirroMkSZKWrb+4XrOm2w5NTMoj16WUl3TdIEmSNLIkR641OVmPXEuSJE0/F9fnHBfXkiRJ4+Li+pyT/jrXyzGp61wfPnwYgA0bNoz9ay1Hxi6b6mRsgpxdNtXJ2AQ5u2yql7ErfdMNN8B998GHPwzveEeOpkSydtVId53rcZjU4lqSJKnKK18Jd98NH/kIvOUtXdeoRWdaXHtayBAOHTrEoUOHus44TcYum+pkbIKcXTbVydgEObtsqpexK31TktNCMs4J8naNIuXVQrLbu3cvANddd13HJYtl7LKpTsYmyNllU52MTZCzy6Z6GbvSNyVZXGecE+TtGoVHriVJksYlyeJak+PiWpIkaVxcXJ9zXFxLkiSNi6/QeM5xcS1JkjQuHrk+53gpviEcOXIEgPXr14/9ay1Hxi6b6mRsgpxdNtXJ2AQ5u2yql7ErfdMb3wgf/zjs3Qs33pijKZGsXTXOdCk+rxYyhKwbQMYum+pkbIKcXTbVydgEObtsqpexK31TkiPXGecEebtG4WkhQzhw4AAHDhzoOuM0GbtsqpOxCXJ22VQnYxPk7LKpXsau9E1JFtcZ5wR5u0bhkesh9E892bp1a8cli2XssqlOxibI2WVTnYxNkLPLpnoZu9I3JVlcZ5wT5O0ahUeuJUmSxiXJ4lqT4+JakiRpXFxcn3NcXEuSJI2Li+tzjotrSZKkcXFxfc7xOtdDmJ+fB2DdunVj/1rLkbHLpjoZmyBnl011MjZBzi6b6mXsSt/0/vfD+94Hx47B2rU5mhLJ2lXD61y3KOsGkLHLpjoZmyBnl011MjZBzi6b6mXsSt90yy1w/HjnL3+ecU6Qt2sULq6HsH//fgC2bdvWccliGbtsqpOxCXJ22VQnYxPk7LKpXsau9E0ve1nvT8cyzgnydo3Cc66HsH///oWNIZOMXTbVydgEObtsqpOxCXJ22VQvY5dNdTI2Qd6uUbi4liRJklri4lqSJElqiYtrSZIkqSUuriVJkqSWeJ3rIZw4cQKAVf0LwyeRscumOhmbIGeXTXUyNkHOLpvqZeyyqU7GJsjbVcPrXLco6waQscumOhmbIGeXTXUyNkHOLpvqZeyyqU7GJsjbNQpPCxnCvn372LdvX9cZp8nYZVOdjE2Qs8umOhmbIGeXTfUydtlUJ2MT5O0ahYvrIRw8eJCDBw92nXGajF021cnYBDm7bKqTsQlydtlUL2OXTXUyNkHerlG4uJYkSZJa4uJakiRJaomLa0mSJKklLq4lSZKklqyo61xHxP8Cj07oy20ADk/oa007Z1XHOdVzVnWcUz1nVc9Z1XFO9aZ1VteUUi479cYVtbiepIi4Z6kLh+t0zqqOc6rnrOo4p3rOqp6zquOc6q20WXlaiCRJktQSF9eSJElSS1xcD29H1wFTxFnVcU71nFUd51TPWdVzVnWcU70VNSvPuZYkSZJa4pFrSZIkqSUurhsRcVVEfDEivhYRByPid5rbL4mIz0fE15u3Fw98zq0R8VBEHIqIn1viPj8dEQcm+Tgmoc1ZRcTqiNgREQ9GxAMR8YYuHtM4tDynX4uIr0bE/RGxOyI2dPGYxmW5s4qIS5uPfyoibj/lvl7RzOqhiPhQREQXj2kc2ppTRKyLiM8233MHI+KPunpM49LmNjVwn+7TOev3n/v0ujm5T188q9dGxL3NTO6NiJ8ZuK/p26eXUvzTOzXmcuCG5v0LgAeB64E/Bt7T3P4e4IPN+9cD/wGsAV4MPAzMDtzf64G/Aw50/dgyzwr4A+C25v0ZYEPXjy/bnIA54Nv92TSf//tdP76OZ3Ue8BPA24HbT7mvu4GbgAD+CfiFrh9ftjkB64Cfbt5fDfzbSppT29tU89/dp9d9/7lPP/v3n/v002f1cmBT8/5W4FsD9zV1+3SPXDdKKY+XUr7SvP894GvAFcAtwMeaD/sY8Lrm/VuAvy+lHC+l/BfwEPBjABFxPvBu4LbJPYLJaXNWwG8Af9jc13OllGm8iPySWpxTNH/Oa/7FfiHw3xN7IBOw3FmVUo6WUu4Cnh68n4i4HLiwlLK39PbKf83J+U69tuZUSpkvpXyxef8Z4CvAlRN5EBPS1qzAfXrzYVWzwn16zZzcp/cMzuq+Ukp/BgeBtRGxZlr36S6ulxARm+n9K+rfgReVUh6H3sYCvLD5sCuAxwY+7ZvNbQAfAP4MmJ9AbqdGmVVEXNT8/QMR8ZWI+EREvGgi4RM2ypxKKSeAdwBfpbcDvh746ETCO1A5qzO5gt7c+ga/L1eUEec0eD8XAb8M7Gm/MocWZuU+vWJW7tPr5uQ+/ayzegNwXynlOFO6T3dxfYrmCMUngXeVUp58vg9d4rYSEduAl5RSdo0lMJFRZ0XvR2NXAl8qpdwA7AX+tPXQjrWwTa2ityN+ObAJuB+4tfXQBJYxqzPexRK3rbhLIrUwp/79zAEfBz5USnmkrb5MRp2V+/RlcZ9e9/nu08/88T8EfBD4rf5NS3xY+n26i+sBzQb/SeBvSyn/2Nz8P82PJfo/cv52c/s3gasGPv1Kev8CvQl4RUR8A7gLeGlE/Ov46yerpVn9H70jQf3/aX0CuGHM6RPV0py2AZRSHm5+LLYT+PEJ5E/UMmd1Jt9k8ekN/RmuGC3NqW8H8PVSyl+0X9q9lmblPp3qWblPr5uT+3ROn1VEXElv23lTKeXh5uap3Ke7uG405z19FPhaKeXPB/7Tp4E3N++/GfjUwO2/2pwT9GLgWuDuUspfllI2lVI20/tFhgdLKa+ZxGOYlBZnVYDPAK9pPu5m4D/HnD8xbc0J+BZwfURc1nzca+mdv7ZiDDGrJTU/ZvxeRNzY3OebzvY506StOTX3dRuwHnhX250ZtLhNuU/vqZmV+/S67z/36T0Ls2pOKfoscGsp5Uv9D57afXpJ8FuVGf7Q22kWej+e2d/8+UXgUnrnIn69eXvJwOe8l94VHQ6xxG+vAptZmb9Z3tqsgGuAO5v72gNc3fXjSzqnt9Pb+d5P739el3b9+BLM6hvAd4Cn6B3duL65fTtwoJnj7TQvlrUS/rQ1J3pHf0qzTfXv5ze7fnwZZ3XKfbpPP8us3KdXz8l9+sCsgN8Djg587H7ghc1/m7p9uq/QKEmSJLXE00IkSZKklri4liRJklri4lqSJElqiYtrSZIkqSUuriVJkqSWuLiWJEmSWuLiWpIkSWqJi2tJkiSpJf8PONgdaqQCbjYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6))\n",
    "ice_cream, = plt.plot(ice_cream_heater_df['ice cream'])\n",
    "heater, = plt.plot(ice_cream_heater_df['heater'], color='red')\n",
    "\n",
    "for year in range(2004, 2021):\n",
    "    plt.axvline(datetime(year,1,1), linestyle='--', color='k', alpha=0.5)\n",
    "    \n",
    "plt.axhline(0, linestyle='--', color='k', alpha=0.3)\n",
    "plt.ylabel('First Difference', fontsize=18)\n",
    "\n",
    "plt.legend(['Ice Cream', 'Heater'], fontsize=16)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x24e44be4788>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6))\n",
    "ice_cream, = plt.plot(ice_cream_heater_df['ice cream'])\n",
    "\n",
    "for year in range(2004, 2021):\n",
    "    plt.axvline(datetime(year,1,1), linestyle='--', color='k', alpha=0.5)\n",
    "    \n",
    "plt.axhline(0, linestyle='--', color='k', alpha=0.3)\n",
    "plt.ylabel('First Difference', fontsize=18)\n",
    "\n",
    "plt.legend(['Ice Cream'], fontsize=16)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Remove Increasing Volatility"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "annual_volatility = ice_cream_heater_df.groupby(ice_cream_heater_df.index.year).std()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>heater</th>\n",
       "      <th>ice cream</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Month</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2004</th>\n",
       "      <td>0.415481</td>\n",
       "      <td>0.184201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005</th>\n",
       "      <td>0.474527</td>\n",
       "      <td>0.214837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2006</th>\n",
       "      <td>0.400148</td>\n",
       "      <td>0.227698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007</th>\n",
       "      <td>0.359839</td>\n",
       "      <td>0.198947</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2008</th>\n",
       "      <td>0.396182</td>\n",
       "      <td>0.183239</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2009</th>\n",
       "      <td>0.499810</td>\n",
       "      <td>0.221038</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010</th>\n",
       "      <td>0.459566</td>\n",
       "      <td>0.211668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011</th>\n",
       "      <td>0.443924</td>\n",
       "      <td>0.501018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012</th>\n",
       "      <td>0.471104</td>\n",
       "      <td>0.389711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>0.503587</td>\n",
       "      <td>0.335840</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>0.855743</td>\n",
       "      <td>0.377482</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>0.569441</td>\n",
       "      <td>0.404340</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>0.719843</td>\n",
       "      <td>0.593347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017</th>\n",
       "      <td>0.830886</td>\n",
       "      <td>0.874263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018</th>\n",
       "      <td>0.987221</td>\n",
       "      <td>0.708785</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019</th>\n",
       "      <td>0.892991</td>\n",
       "      <td>0.843598</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020</th>\n",
       "      <td>0.426657</td>\n",
       "      <td>0.369810</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         heater  ice cream\n",
       "Month                     \n",
       "2004   0.415481   0.184201\n",
       "2005   0.474527   0.214837\n",
       "2006   0.400148   0.227698\n",
       "2007   0.359839   0.198947\n",
       "2008   0.396182   0.183239\n",
       "2009   0.499810   0.221038\n",
       "2010   0.459566   0.211668\n",
       "2011   0.443924   0.501018\n",
       "2012   0.471104   0.389711\n",
       "2013   0.503587   0.335840\n",
       "2014   0.855743   0.377482\n",
       "2015   0.569441   0.404340\n",
       "2016   0.719843   0.593347\n",
       "2017   0.830886   0.874263\n",
       "2018   0.987221   0.708785\n",
       "2019   0.892991   0.843598\n",
       "2020   0.426657   0.369810"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "annual_volatility"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "ice_cream_heater_df['ice_cream_annual_vol'] = ice_cream_heater_df.index.map(lambda d: annual_volatility.loc[d.year, 'ice cream'])\n",
    "ice_cream_heater_df['heater_annual_vol'] = ice_cream_heater_df.index.map(lambda d: annual_volatility.loc[d.year, 'heater'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>heater</th>\n",
       "      <th>ice cream</th>\n",
       "      <th>ice_cream_annual_vol</th>\n",
       "      <th>heater_annual_vol</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Month</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2004-02-01</th>\n",
       "      <td>-0.918789</td>\n",
       "      <td>0.117140</td>\n",
       "      <td>0.184201</td>\n",
       "      <td>0.415481</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-03-01</th>\n",
       "      <td>-0.408351</td>\n",
       "      <td>0.058570</td>\n",
       "      <td>0.184201</td>\n",
       "      <td>0.415481</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-04-01</th>\n",
       "      <td>-0.102088</td>\n",
       "      <td>0.175710</td>\n",
       "      <td>0.184201</td>\n",
       "      <td>0.415481</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-05-01</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.117140</td>\n",
       "      <td>0.184201</td>\n",
       "      <td>0.415481</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-06-01</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.175710</td>\n",
       "      <td>0.184201</td>\n",
       "      <td>0.415481</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-02-01</th>\n",
       "      <td>-0.714614</td>\n",
       "      <td>0.117140</td>\n",
       "      <td>0.369810</td>\n",
       "      <td>0.426657</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-01</th>\n",
       "      <td>-0.918789</td>\n",
       "      <td>-0.058570</td>\n",
       "      <td>0.369810</td>\n",
       "      <td>0.426657</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-04-01</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.527129</td>\n",
       "      <td>0.369810</td>\n",
       "      <td>0.426657</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-05-01</th>\n",
       "      <td>0.204175</td>\n",
       "      <td>0.995687</td>\n",
       "      <td>0.369810</td>\n",
       "      <td>0.426657</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-06-01</th>\n",
       "      <td>-0.306263</td>\n",
       "      <td>0.234279</td>\n",
       "      <td>0.369810</td>\n",
       "      <td>0.426657</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>197 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              heater  ice cream  ice_cream_annual_vol  heater_annual_vol\n",
       "Month                                                                   \n",
       "2004-02-01 -0.918789   0.117140              0.184201           0.415481\n",
       "2004-03-01 -0.408351   0.058570              0.184201           0.415481\n",
       "2004-04-01 -0.102088   0.175710              0.184201           0.415481\n",
       "2004-05-01  0.000000   0.117140              0.184201           0.415481\n",
       "2004-06-01  0.000000   0.175710              0.184201           0.415481\n",
       "...              ...        ...                   ...                ...\n",
       "2020-02-01 -0.714614   0.117140              0.369810           0.426657\n",
       "2020-03-01 -0.918789  -0.058570              0.369810           0.426657\n",
       "2020-04-01  0.000000   0.527129              0.369810           0.426657\n",
       "2020-05-01  0.204175   0.995687              0.369810           0.426657\n",
       "2020-06-01 -0.306263   0.234279              0.369810           0.426657\n",
       "\n",
       "[197 rows x 4 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ice_cream_heater_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "ice_cream_heater_df['ice cream'] = ice_cream_heater_df['ice cream'] / ice_cream_heater_df['ice_cream_annual_vol']\n",
    "ice_cream_heater_df['heater'] = ice_cream_heater_df['heater'] / ice_cream_heater_df['heater_annual_vol']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x24e44cce5c8>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6))\n",
    "ice_cream, = plt.plot(ice_cream_heater_df['ice cream'])\n",
    "\n",
    "for year in range(2004, 2021):\n",
    "    plt.axvline(datetime(year,1,1), linestyle='--', color='k', alpha=0.5)\n",
    "    \n",
    "plt.axhline(0, linestyle='--', color='k', alpha=0.3)\n",
    "plt.ylabel('First Difference', fontsize=18)\n",
    "\n",
    "plt.legend(['Ice Cream'], fontsize=16)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x24e44d7b848>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6))\n",
    "ice_cream, = plt.plot(ice_cream_heater_df['ice cream'])\n",
    "heater, = plt.plot(ice_cream_heater_df['heater'], color='red')\n",
    "\n",
    "for year in range(2004, 2021):\n",
    "    plt.axvline(datetime(year,1,1), linestyle='--', color='k', alpha=0.5)\n",
    "    \n",
    "plt.axhline(0, linestyle='--', color='k', alpha=0.3)\n",
    "plt.ylabel('First Difference', fontsize=18)\n",
    "\n",
    "plt.legend(['Ice Cream', 'Heater'], fontsize=16)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Remove Seasonality"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "month_avgs = ice_cream_heater_df.groupby(ice_cream_heater_df.index.month).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "         heater  ice cream  ice_cream_annual_vol  heater_annual_vol\n",
      "Month                                                              \n",
      "1     -0.428360   0.130345              0.415976           0.580717\n",
      "2     -1.483129   0.250194              0.402342           0.570997\n",
      "3     -1.063595   0.433016              0.402342           0.570997\n",
      "4     -0.442926   0.838085              0.402342           0.570997\n",
      "5     -0.121663   0.967273              0.402342           0.570997\n",
      "6     -0.128425   0.987311              0.402342           0.570997\n",
      "7     -0.107093   0.735052              0.404376           0.580018\n",
      "8      0.075720  -1.821285              0.404376           0.580018\n",
      "9      0.544638  -1.307661              0.404376           0.580018\n",
      "10     1.613170  -0.830889              0.404376           0.580018\n",
      "11     1.183118  -0.088136              0.404376           0.580018\n",
      "12     0.491641   0.088998              0.404376           0.580018\n"
     ]
    }
   ],
   "source": [
    "print(month_avgs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "ice_cream_heater_df['ice_cream_month_avg'] = ice_cream_heater_df.index.map(lambda d: month_avgs.loc[d.month, 'ice cream'])\n",
    "ice_cream_heater_df['heater_month_avg'] = ice_cream_heater_df.index.map(lambda d: month_avgs.loc[d.month, 'heater'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>heater</th>\n",
       "      <th>ice cream</th>\n",
       "      <th>ice_cream_annual_vol</th>\n",
       "      <th>heater_annual_vol</th>\n",
       "      <th>ice_cream_month_avg</th>\n",
       "      <th>heater_month_avg</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Month</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2004-02-01</th>\n",
       "      <td>-2.211387</td>\n",
       "      <td>0.635934</td>\n",
       "      <td>0.184201</td>\n",
       "      <td>0.415481</td>\n",
       "      <td>0.250194</td>\n",
       "      <td>-1.483129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-03-01</th>\n",
       "      <td>-0.982838</td>\n",
       "      <td>0.317967</td>\n",
       "      <td>0.184201</td>\n",
       "      <td>0.415481</td>\n",
       "      <td>0.433016</td>\n",
       "      <td>-1.063595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-04-01</th>\n",
       "      <td>-0.245710</td>\n",
       "      <td>0.953901</td>\n",
       "      <td>0.184201</td>\n",
       "      <td>0.415481</td>\n",
       "      <td>0.838085</td>\n",
       "      <td>-0.442926</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-05-01</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.635934</td>\n",
       "      <td>0.184201</td>\n",
       "      <td>0.415481</td>\n",
       "      <td>0.967273</td>\n",
       "      <td>-0.121663</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-06-01</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.953901</td>\n",
       "      <td>0.184201</td>\n",
       "      <td>0.415481</td>\n",
       "      <td>0.987311</td>\n",
       "      <td>-0.128425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-02-01</th>\n",
       "      <td>-1.674916</td>\n",
       "      <td>0.316756</td>\n",
       "      <td>0.369810</td>\n",
       "      <td>0.426657</td>\n",
       "      <td>0.250194</td>\n",
       "      <td>-1.483129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-01</th>\n",
       "      <td>-2.153463</td>\n",
       "      <td>-0.158378</td>\n",
       "      <td>0.369810</td>\n",
       "      <td>0.426657</td>\n",
       "      <td>0.433016</td>\n",
       "      <td>-1.063595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-04-01</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.425403</td>\n",
       "      <td>0.369810</td>\n",
       "      <td>0.426657</td>\n",
       "      <td>0.838085</td>\n",
       "      <td>-0.442926</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-05-01</th>\n",
       "      <td>0.478547</td>\n",
       "      <td>2.692427</td>\n",
       "      <td>0.369810</td>\n",
       "      <td>0.426657</td>\n",
       "      <td>0.967273</td>\n",
       "      <td>-0.121663</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-06-01</th>\n",
       "      <td>-0.717821</td>\n",
       "      <td>0.633512</td>\n",
       "      <td>0.369810</td>\n",
       "      <td>0.426657</td>\n",
       "      <td>0.987311</td>\n",
       "      <td>-0.128425</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>197 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              heater  ice cream  ice_cream_annual_vol  heater_annual_vol  \\\n",
       "Month                                                                      \n",
       "2004-02-01 -2.211387   0.635934              0.184201           0.415481   \n",
       "2004-03-01 -0.982838   0.317967              0.184201           0.415481   \n",
       "2004-04-01 -0.245710   0.953901              0.184201           0.415481   \n",
       "2004-05-01  0.000000   0.635934              0.184201           0.415481   \n",
       "2004-06-01  0.000000   0.953901              0.184201           0.415481   \n",
       "...              ...        ...                   ...                ...   \n",
       "2020-02-01 -1.674916   0.316756              0.369810           0.426657   \n",
       "2020-03-01 -2.153463  -0.158378              0.369810           0.426657   \n",
       "2020-04-01  0.000000   1.425403              0.369810           0.426657   \n",
       "2020-05-01  0.478547   2.692427              0.369810           0.426657   \n",
       "2020-06-01 -0.717821   0.633512              0.369810           0.426657   \n",
       "\n",
       "            ice_cream_month_avg  heater_month_avg  \n",
       "Month                                              \n",
       "2004-02-01             0.250194         -1.483129  \n",
       "2004-03-01             0.433016         -1.063595  \n",
       "2004-04-01             0.838085         -0.442926  \n",
       "2004-05-01             0.967273         -0.121663  \n",
       "2004-06-01             0.987311         -0.128425  \n",
       "...                         ...               ...  \n",
       "2020-02-01             0.250194         -1.483129  \n",
       "2020-03-01             0.433016         -1.063595  \n",
       "2020-04-01             0.838085         -0.442926  \n",
       "2020-05-01             0.967273         -0.121663  \n",
       "2020-06-01             0.987311         -0.128425  \n",
       "\n",
       "[197 rows x 6 columns]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ice_cream_heater_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "ice_cream_heater_df['ice cream'] = ice_cream_heater_df['ice cream'] - ice_cream_heater_df['ice_cream_month_avg']\n",
    "ice_cream_heater_df['heater'] = ice_cream_heater_df['heater'] - ice_cream_heater_df['heater_month_avg']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>heater</th>\n",
       "      <th>ice cream</th>\n",
       "      <th>ice_cream_annual_vol</th>\n",
       "      <th>heater_annual_vol</th>\n",
       "      <th>ice_cream_month_avg</th>\n",
       "      <th>heater_month_avg</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Month</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2004-02-01</th>\n",
       "      <td>-0.728257</td>\n",
       "      <td>0.385740</td>\n",
       "      <td>0.184201</td>\n",
       "      <td>0.415481</td>\n",
       "      <td>0.250194</td>\n",
       "      <td>-1.483129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-03-01</th>\n",
       "      <td>0.080757</td>\n",
       "      <td>-0.115049</td>\n",
       "      <td>0.184201</td>\n",
       "      <td>0.415481</td>\n",
       "      <td>0.433016</td>\n",
       "      <td>-1.063595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-04-01</th>\n",
       "      <td>0.197217</td>\n",
       "      <td>0.115816</td>\n",
       "      <td>0.184201</td>\n",
       "      <td>0.415481</td>\n",
       "      <td>0.838085</td>\n",
       "      <td>-0.442926</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-05-01</th>\n",
       "      <td>0.121663</td>\n",
       "      <td>-0.331339</td>\n",
       "      <td>0.184201</td>\n",
       "      <td>0.415481</td>\n",
       "      <td>0.967273</td>\n",
       "      <td>-0.121663</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-06-01</th>\n",
       "      <td>0.128425</td>\n",
       "      <td>-0.033411</td>\n",
       "      <td>0.184201</td>\n",
       "      <td>0.415481</td>\n",
       "      <td>0.987311</td>\n",
       "      <td>-0.128425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-02-01</th>\n",
       "      <td>-0.191787</td>\n",
       "      <td>0.066562</td>\n",
       "      <td>0.369810</td>\n",
       "      <td>0.426657</td>\n",
       "      <td>0.250194</td>\n",
       "      <td>-1.483129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-01</th>\n",
       "      <td>-1.089868</td>\n",
       "      <td>-0.591394</td>\n",
       "      <td>0.369810</td>\n",
       "      <td>0.426657</td>\n",
       "      <td>0.433016</td>\n",
       "      <td>-1.063595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-04-01</th>\n",
       "      <td>0.442926</td>\n",
       "      <td>0.587318</td>\n",
       "      <td>0.369810</td>\n",
       "      <td>0.426657</td>\n",
       "      <td>0.838085</td>\n",
       "      <td>-0.442926</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-05-01</th>\n",
       "      <td>0.600210</td>\n",
       "      <td>1.725154</td>\n",
       "      <td>0.369810</td>\n",
       "      <td>0.426657</td>\n",
       "      <td>0.967273</td>\n",
       "      <td>-0.121663</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-06-01</th>\n",
       "      <td>-0.589396</td>\n",
       "      <td>-0.353799</td>\n",
       "      <td>0.369810</td>\n",
       "      <td>0.426657</td>\n",
       "      <td>0.987311</td>\n",
       "      <td>-0.128425</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>197 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              heater  ice cream  ice_cream_annual_vol  heater_annual_vol  \\\n",
       "Month                                                                      \n",
       "2004-02-01 -0.728257   0.385740              0.184201           0.415481   \n",
       "2004-03-01  0.080757  -0.115049              0.184201           0.415481   \n",
       "2004-04-01  0.197217   0.115816              0.184201           0.415481   \n",
       "2004-05-01  0.121663  -0.331339              0.184201           0.415481   \n",
       "2004-06-01  0.128425  -0.033411              0.184201           0.415481   \n",
       "...              ...        ...                   ...                ...   \n",
       "2020-02-01 -0.191787   0.066562              0.369810           0.426657   \n",
       "2020-03-01 -1.089868  -0.591394              0.369810           0.426657   \n",
       "2020-04-01  0.442926   0.587318              0.369810           0.426657   \n",
       "2020-05-01  0.600210   1.725154              0.369810           0.426657   \n",
       "2020-06-01 -0.589396  -0.353799              0.369810           0.426657   \n",
       "\n",
       "            ice_cream_month_avg  heater_month_avg  \n",
       "Month                                              \n",
       "2004-02-01             0.250194         -1.483129  \n",
       "2004-03-01             0.433016         -1.063595  \n",
       "2004-04-01             0.838085         -0.442926  \n",
       "2004-05-01             0.967273         -0.121663  \n",
       "2004-06-01             0.987311         -0.128425  \n",
       "...                         ...               ...  \n",
       "2020-02-01             0.250194         -1.483129  \n",
       "2020-03-01             0.433016         -1.063595  \n",
       "2020-04-01             0.838085         -0.442926  \n",
       "2020-05-01             0.967273         -0.121663  \n",
       "2020-06-01             0.987311         -0.128425  \n",
       "\n",
       "[197 rows x 6 columns]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ice_cream_heater_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x24e45f12e08>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6))\n",
    "ice_cream, = plt.plot(ice_cream_heater_df['ice cream'])\n",
    "\n",
    "for year in range(2004, 2021):\n",
    "    plt.axvline(datetime(year,1,1), linestyle='--', color='k', alpha=0.5)\n",
    "    \n",
    "plt.axhline(0, linestyle='--', color='k', alpha=0.3)\n",
    "plt.ylabel('First Difference', fontsize=18)\n",
    "\n",
    "plt.legend(['Ice Cream'], fontsize=16)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x24e45fc2708>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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QSmz27AGefho4eTKQt7fMtcJCmrCht23FU0nwFBzJdTQcEroVnzTXkvahacwcycFQ0ghLoOa6zFzL41/iB37cnz8frA4n/PwLqOsT7xYRLTFzHTV0COWvDh0K7MbjUoBPaExEmLlWNHHHUmmuJe2DXywEKA2RLCKWwAqNimMlsXYtfy5Z5HDXKM21BU8uoyX2BDSia2LdrH7848Af/VHQKpYsvOY6EQshGiZCJ9eyFV8TXHXVVUFL8EREXWWauLkuFIBkMhhBWATbSSCE0OUqCxFCk4t6mpSyspD2mAERtxMgpq5ANf393wPZLPD5z5e9fNWyZew/g4MBiKqCquIqAFi+PJC35+YqopgTGg0dBqXiHFMzM0A8DkAe543gV1dR1REiQCwcQiQcErrmWprrJrjjjjuCluCJiLrKNHGTFHByLfx2EgghdLmSayE0uainKYgJjSJuJ0BMXYFqevRRZspc5vqOlSvZfwRLru8AgIGBQN6el4VEimZybegwDCrOMZXPA9PTAORx3gh+dRUUHYloGIQQREJE6G4h0lxL2oczuZZI/LLUaq5lWYjEiaKUH+MckWuuAwpIeFlI2DLXmljn09ycnFO0gBRUHcloGAAQi4idXAtdc00IuZ8QMk4IORy0FicPPPAAHnjggaBlVCCirjJNPIEM2FwLv50EQghdrrIQITS5qKfJWXPdrhpREbcTIKauQDUpSvkxbvLAkSN4ABDLXKsqHgDwwPPPB/L2vCwkVLCTa51ScY6pfJ49hYA8zhvBr66iaiBhmmu5iMz8eADAPUGLkLQIOaFR0gxLYUKjI2GRwZakjGrJtXNCoygHTcATGi1z7SgLEWXTQFXZWFUsymvcAlFUdSSizLZGBa+5FtpcU0p3AZgKWoekRciyEEkzLIWyEE2WhUiqUCp5JtfWcZ/LAZlMezVVQ5BuIYQn17ouzvk0N2f/36y7lrSWoqojGWPJtTTXEglHkAmNkkWGplkz8BfvIjK2ARDGDEjEoFpy7YxkRSkN4eY6oJvcgmIgZOggJb5Co0A11/m8/X+zNETSWgqqjkSEm2sCTZR978GiN9eEkE8SQvYSQvZevHgxaDmSWsjkWtIMmgakUuz/izS5VhzmqV3dQiSLhCo112WGWxRzzRPrAJPrLtjbirfiEwKnuZbJdUOMZAq++v8XHMl1JBwqm8siGou+Wwil9HsAvgcAW7ZsactZdt1117XjbRpGRF2WJsOwk5iAzbXQ20kwhNDFk+tQCFAUMTS5qKfJuZJYu5I2EbcTIKauQDUpChAOV7x8XWcn0NHByg1EMdeKgusApisAiqqObsqMvRGJmOZakGPKVRYihCYXImq6MFPAdw4U8YV7Ntb93qJqoLfD7BYSDgmdXC96cx0Et9xyS9ASPBFRl6XJmXQEXBYi9HYSDCF06ToQiTCDXSqJoclFPU1BLH8u4nYCxNQVqCZFAaLRipdv6eoC1q9ny2kLZK5vAQIz1wVFRzfYtURNdyIyl4duUDGOKVdyfcsHPhCclioIsZ1cTM0piPVfheUbr6n7vcWy5JrImutmIYQ8COCXADYTQoYIIZ8IWhMAqKoKNaDHYrUQUZelyfmIM+DkWujtJBhC6NI0luzFYoCiiKHJRT1NzotAu5Y/F3E7AWLqClRTlZprVVWhRqPAunXirNKoqlABqE4j2UYKqo4uyspCtI5ORHRWFiLEMeWquRZCkwsRNeUVHVTXMDtX3xcUVR1Js1tIJBSSrfiahVL6UUrpakpplFK6jlL6g6A1AcDWrVuxdevWoGVUIKIuS5OzpjDg5Fro7SQYQujSNJZcm+ZaCE0u6mkqX0SmHYoE2XceiKgrUE1Vaq63njuHrZkMS68FSq63Ath69mwgb19UdXSZZSF6Os36XBtUjGPKVRYihCYXImoqqDrmXnsGux5/1Nf3JqxFZGRyLZEIlVyXsXMncN99QauQ1MJVFrIYcU68EWYCliR4KK3d5zoUEs5cl31sMwWHudY6uxACheE1GTQI5ITGpigobP8pmsc5UPG99gqNkZBsxSeRiGuuH3kE+N73xFmkQVKJK7lejCjm48sQka34JA50nY09XgbRMFg51MAAMDzsbcDbTcDdQoqqji6DjQF6RycAgJYEKXPg5poQ2YqvAfIKO66Lau1x0TAoSpqBeNTucy3LQiQSgcpCyhgbYx9FST8klbhqrhcjPGFJRMNtm9AoWQTw49nLOOu6nVzrOjAy0l5tXgiwiExaN811VxcAwFAFGRO4uV61SibXDcAXBlLq3DyWzKd/yajd51qRybXkkkfU5Jqba8EmeUgc8OQ6Hl+85tpxYWjXhEbJIoAfz14395Ta5hoQozQk6LIQRUeHwWuuWXJtqIIEI7zmeu1aaa4boGAm1yW1tlEumiY86Vj+XLbiW2LceOONQUvwRERdlianuQ44uS7bTtxcK4q9UEkAiLjvAEF08ZrrcBgolcTQ5KKeJkU3QAgQi4TaVnMt4nYCxNQVmCZnck0pKyngmhIJIJksN9d33BGASAeqiiD3XlE10GEm10YnS66hKGIcUzy5Xr0aGBwUQ5MLETUVFB2xlZuQWr2s9veZ5ppPaIyECXSDwjAoQiFS60cDQZrrJhDxAAXE1GVpcs4uDzi59jTXASfXIu47QBBdvCzEXERGCE0u/JjraDiEECFt6xYi4nYCxNQVuLkG7BprkxsTCaCnh9VcA8Ik1zcCTGsAFFQdHRo312Zyrai4eYsAx1Q+zwKa5cuBQ4fkce6TvKojtmoT4qv8mWve5zoaZgm2ahiIhyoXYQoaaa6bIG/eoaYCTDq9EFGXpUmgshBLUygEZDLsxYDLDUTcd4AgunhZSDQKKIoYmlzU06RqFLFwCOEQaUly/eM952FQ4KO3rm9aU1CIqCswTc5xR9fLzHXe/FqqqwtYtkwYc50HgHweQey9gqIjqbEnn0YXM2NUU8U4pubmmLnu6QGmp8XQ5EJETQVFh6EWkcnWNsi8LCQesWuuAUDVKeICOllZc90EDz30EB566KGgZVQgoi5Lk0BlIZYmnloDgSfXIu47QBBdzm4hpZIYmlzU06TqBqJhgnCIzLtbSF7R8OVtR/Hg7tpmS8TtBIipKzBNztaSrrrrhyYn8RAfo9avF2MhGVXFQwAeKhbb3mGJUoqCqiOlKgAhMMxVIqmiVt9/X/oS8O//3h6B+TxbubK7G8hm8dCDD8rj3AcFRUf+2PMY3PdUze8rupLrSIjZV03QSY3SXEtaz6OPArOz5a85LxyiTGh0mutFOlHukoDXXAvcLeSV89P4971DVb+u6gZikRBrxTdPU/KzQyPIljRrIpBkEeNOrp3wbiGAOL2uud5q7QMXEN4tIq6XgGQSxFwyntYKRr7/feCnP22HPLsspKeHfS7KdU5w8qZpLtXpc11UXd1CImZZiKDt+KS5lrSW8XHgQx8C3HfHApWFWAiUXEtqsAha8Z0Yy+LgYPUOAYrGaq7DITLvbiE8sc5Lc734cR7PbrPKF5EBxDPXQNvHcZ5cJpQSkEo5zHWNMWFurnzlxIXEWRbCP5fUhYcEimaA1gge+PcleLeQEC8Lkcm15FKAz5h2l36I2OdaJteLA2crPkFXaFR0CkWvfnFQdAMxa0Jj8+b6+GgW+8/PIBENWWZDsoiplVw7JzgODABTU0Au1z5tXjj1tnkcz5XYNSTOzXUsxr5QrRUfpe01186yEP65pC4Fc/8Z1H464f19vBVf+YRGUReSkeZa0lp4AuxOYfiFI5USM7mW5rptHB2ZxRcfPew/wV0EZSGqbsCg1R9Rqo5uIfOZ0Pjg7vOIhUP4wBvWWBcbySKmVnLtLAvhHUOGh9ujqxrOJ3xtNtenLzKT3EUV1qKQJ9dKlaeOfFn5dt2QuMtCpLn2hbO8ba5UvdSo6NGKD4CwC8kIOMdSfLZs2RK0BE+E0OVaFMHSxNODdDrw5NrStG+f/WLAZSFC7DsPFkLXU8fG8cOXzuEz774KPR2x+j/gKgsRcVt1DWxGzJhmPVsjlZmFqlNEIwQEzSfXRVXHw/uH8N7r+7G2O4GCqoNSCkK8e7yKuJ0AMXUFpqlGcr0lEgFWrmSfpNPsY9CGTVFgbak2hyTHRtk8ni6qmmUhzL5QtcqYwK857SwLWbfOMtdbVq0CBDvWRTz38oqOWP8V1v97q3yf21zHeHIdUFvIekhz3QTXX3990BIY+/YBH/4wsH8/sHy5GLpcybWl6YUX2Md0OvBHm5YmgZJrIfadBwuhK6+wYyOv6ujx8wOushARt1V8xQbE8suQVzUsQ7Ti64rGykJ0CjT7FPPxwyOYLWr46K0DODiYATUfo/KLjRsRtxMgpq7ANNVIrq8PhYC+PvYJL4EI+smNouD6ri42Yb3NIcmxkSz6uxKIuctCNN17/3FT3e7k2iwLub6zExDsWBfx3CuoOtL9m6DohlX644U1oZF3C+F9rrUlUBZCCBkghNxPCBkihCiEkHear68wX79lYWSKRSaTQYb3Rw6SQ4eAc+eA06cBCKLLlVxbmngq09EReFmIpWlszHq0GHRyLcS+82AhdPGJeL67XThb8SmKkNsqm83AKM1VnWTIF5EJEzQ9ofHf9w5hQ28Kt2/qtZYArrUNRdxOgJi6AtNUI7nOqCoy/DVRzLWqIpNOIwO03Vy/NjKLq1d3WiY2FLPLQjz3X7uTa15zbSbXmdFReZz7oKDo6I4o5vhZ3VxbKzSaTwZ5WYgqaHLt21wTQjYC2AvgwwCOALDiEkrpRQBbAPx+qwWKyCOPPIJHHnkkaBn2Hbl5sgihy5VcW5r4RUKAshBL09gYe4wHBH7Ravu+270buO++ur1qF0JXvtSguXbVXAtxnLsY3P8s8id+WfVv4q34mu1zXdJ07D03jXdfuwqEECu9ydeouxZxOwFi6gpMU43k+pFCAY+cO8c+iccrvz8IFAWPAHgEaGtIomgGTl3M4ZrVXXZCHDEfvKtVxoQgykJSKfYvGsUju3fL49wHBUWHeupl5E/8EnOl6uNZQdURDRMrsY4toQmNXwFgALgewO8AcBf6/RzAW1ukS+IHPmjMzASrw4krubbgn3d2MgPunhkfBGNj9kShS60V3yOPAN/7XiA1nHO8LKRGSlEGr7mOx9lxI2BSwdtBVZtkON8Jja8OZaBoBrZsWA4ASMaYsZC9rhc5fruFiJJcKwqQSLD/tzEkOT2Rg6pTXN1vJtfJJEJWt5AqYze/PhaLC3+9odQ2/YSw9Fq24vNFQdXRmWBPIepNaExE7BK4yBJqxfcuAN+llA4C8Lo6nAOwriWqJJiaU3B2os7J6UquhYAPdF4LIgDssRkQeHoNVWU3JYIk122H15sHUKLDSydqpa5lOMtC+OeCwbuEVCsLme/y53vOsh7aWy5jj5x5OyrZjm+R47dbiCjmWlVZpw6grWP40RE2mdGZXPOyEFRbfMRpbhfa6CoKuxni17fu7uAnny4CFM2AZlCk42w8m6sRFhRVHYmYba7tRWQWv7nuAjBS4+sxyAmSLeMbvziOT/zLntrfJKK5rpdc81nvQbfj4ytIXqrJNTfXAdzk8MS6qbIQQEhzzdtBVfubFN1AdB5lIXvPTmHTig70pll5ADfXciGZRU695Fo0c60otrlu4xh+bCSLWDiEjX3mnJ2yPtd1kmtg4Sc1ciOdSrGPPT3SXPuAj5dpX8m1YY17ABANLZ0VGgcBXFfj628GcHJ+ciScyZyCiVydgbSFZSGPvzqCJ18bq/+N9ajX57qzk30UzVwHfdFqN4Gaa73sY12cZSH8c4GglELReFmItza2QiNhi8g0eC0wDIq956Zxy2XLrdd4zbXsdd0g2axYx0+9FRrdZSFBLqLES7KCSK5Hs7hyVZotHGIm17wVny9zvdDJNf/9TnMty0LKyeWArVvLXuLjVzrO9uVcrQmNim6tzggA0QgrC9EETa4bSZofBvBfCCE/gJ1gUwAghHwYwEcA/Hlr5YnJ7bffvuDvUVB15EpazT627uTaU5dhAN/4BvDJTwLLllV9v3949hSS0TDefe2q+Ql3JdeWpiNH2EeeXAdYFnL77bfb78/LQgJOrps5pl44OYGb1ncjFWvigdH4OPtYZz8sxHoIgYwAACAASURBVLHO0wnfxtBVFnL7DTcA/f0t19Usim4gvuZqADXKQswVGptZ/vzkxRwyBRW3bHSYazPBqZX+t2Ocaobbo1Hg8svb/8a6Dlx9NfCpTwGf+1y5pqC2VY3k+nbDsG/+RUiuzTHy9o0bgeeea3tZyJ1XrmDXs2KR1VxH2Tahmuq9/4JIrh1lIbcbBiDYORjomPDgg8yHvO1twPr1AOynmDffcit+MXHMmuzuRUHVy5LriJlcL4VFZL4C4F4ALwPYBWasP08I+V8AbgXwCoBvtFyhgGzevHnB36Og6NANyh6FxLz72LrNtaeuY8fYhaS3F/j4x6u+X66oVTfxjeBKri1NBw+yjwKUhWzevBl4/nn2iSDJdaPH1MVsCb/z/Zfx5V+7Hh9782WNvRmlvpPrhTjWC1YrvgYmNDrM9eaBAWDTppbraphnngEIQfGWOxDtZTdp9bqFhAgaLgvZc3YKAHDLBrsruJ1cV9+G7RinGoZSbP7EJ4A//mPgzW9u73u//jpw4QJw/HjFlwLbVs4k2plcGwY2A/ZNpAjm2nzvzRs2sM/bNIZP5Eq4mC3hmtWd9numUgjFWSlBSFW99187k2uPspDNc3OAYOdgoGPC0BD76Ljm8IDliis3o+dgsU6fa72sp380zJPrRV4WQimdBXA7gO+Dtd0jAN4NYDOA7wJ4B6U04Flq7WFiYgITExML+h78oKt1sLnLQjx18cGIH9hVmC1qKLaiftOVXFuaBJrQODExgQmzN7go5rrRY2o8y7bfRK6Jx8SZjP331rlALsSxPtdoWQivuTbLQibGxhb8/PPF5z8PfO5zKGo69HwGej5TveZaa75byN6z01jRGcf65SnrtRQ310r11KYd41TDaBomSiVMnD3b/vfev599vHix4kuBbatqybWuYwLABB8nBTLXE+EwJoC2jeHHR7MAgKv7u8pMbChir1Hguf8CLguZmJ7GhMexFiSBjgnDw+yj4ykxHy+V3Axiau0+12XmemYGsQI7FpbChEZQSmcppZ+ilK4AsApAP4BeSukfmub7kmDbtm3Ytm3bgr4HP8hqmmtXcu2piw+Adcx1rqS2pn7TlVxbmpx9roFAk+tt27Zh2+7dQFeXXQMecFlIo8fUpFmPnyk0odu5MmWdC+RCHOsNT2h0Ln8OYNuTTy74+eeL0VFgeBgFRUfh1B4UTu2p2gFF1SlbRKaJCY17zk7hlg09ZU+W+EWm1jnbjnGqYUolbAOwjZeJtZMa5jqwbVWt5lrT2HZ6/XX2uQjm2hwjt506hW1A28w17xRytTu5dkxw9tx/AZeFbDMMbPvpTxf2fRsk0DHhwgX20XGt5QHLvud3IH9qd80+12UTGt/7XnT/8afZr2tyUa6FpiFz7YRSepFSOk5pE32lJHXhS33miv7Ntfcvqm+uVd1AUTVa09bLT59rIPgJjZkMsGqVvULjIpvQODXXHnPdahTNqNu2rgzDYP+c3UJE6JHOS2tGR1Eo2seO1w0DpRSKbiAWJgiFCPQGhsyRTAFD0wVscUxmBJw11wJNzvMDP8/atSS1kwMH2EeR0sRqyTUfL3m3EMciMnvOTuEPHzzQ9EqfTcO1RiJs3GzTGH50JIsVnXH0peNlyTWJ81Z8Vc6BgMtC2vK+iwlurh37i4cD0XAIiUio9oRG1ZzQODIC7N6NyCib+ifqhMZGVmj8b4SQHTW+/gtCyH2tkSXh6V62VMM88RN3nua64QlmtVgsfa5nZ5m5DofZBWyRteKbNM317CIz107z6ctc8+PGURYiRLeH2VlrcQptxO5Q6mWuNdMEseXPG5vQyPtb37qx3FzHIiFEQmTxdQvhBi2bbe/7Umon1yKVylRLrvlxz7uFOEKAZ46P47GDF5orCZsPbnPdprHj2OgsWzwGsE1sMolwnN1sE61GtxA+Ziz0zZxXtxDn6xLP5JqPl7FICLFIqP6ExlgY2MFsaKjIbu6WQlnI7wF4vcbXTwCoPmNO0hBWzbWf5LpWKz4f5jprvkdbkusmy0JOjmfxjV8cR8selGQy5ZOFFllyPWleWOedXLf5CYIzmfB1vDnNdb2+tu3EsQ3p0LD1f6+yED74W8ufN3AM7z07hY5Y2DYXDpLRcM2aayHhE/janVyfPWsvGuWccxA0fpNrQpihVRRM59nxP5Jpc0DBzzteotUGc63pBl4fM5c9B8prrs0bDlKrFd+qVfb/FxJ3WQg31yL2ug5ihdtSyX5i5DTX5ngZC4cQj4T9TWj8xS8AAKTAjr+l0Of6SgCv1vj6EfN7JPPEMLuEALX7PpaVhVS7YPOL2fR01ROdH9CqTud/F7hAfa7/8+AIvvPUyebMpBc8uQbYRUsEw9YAi7UsJF+WXPtIoPlx5Ki5FqIsxLkNh21z7VWmwXtgWxMaGzjF9pydxs2X9SASrhyqE7FwzW4hQsLN5Nxce/cjT63f+172UZT0ul5yHXLsdzMEmMmzn2m7uQ6gLOT0xBwU3ahMrlMphHmf62orNObzQF8f+3+7y0K6u8tfF4VDh4D//t/bf/yPjtr/96i5joXDiEdC9Sc0RkLAk08CAIjgExobacUXBZCo8fVEna8vGe68884F/f1Fx2BRNblWVTbYdXayR6yFgrcup3kaHgaurLz/yRbL08Sox4XcN67k2tL0s5+xj032uZ6aK1lau1Ox5vUBuPO229igx811O5Prc+fYzdAb31iuqcFjii8wNJNv0lzzv7nOfmj1se4cPH2VhXDD4SgLuXPzZmCBz8G6OC4W4ZELiA9cj3Qs7Pk38T6sbIVG+O4WQinFyfEs7rxyo+fXU7FwzUmhCz1ONUWphDsBFgbMzLAWoe3gwAF2g/aOdwA/+AFL0dassb4c2LaqkVzfCZS3cjPP2ek5ds6PZto8b8XUeucNNwCPP96WG/PXLjiWPQfKJzSGQlBCERBN9d5/c3Ps+phKBVIWcicArF27sO/bIHd2dbFt+OKLwK/+6rx+V801ONzwkhCgzFzzp5fvfMddeFU/gT1T3uOZprO5OuuGTrLrVzIJUiggRMRtxdeIuT4B1nrvm1W+/h4Ap+ataBGwaYF77Dov0Nlqj0n4ybxmDevbOjPjrcs5AA4NeZrrXKn8MU2nuRRpU7iSa0vTPMtCeHeMmt1TfLKJa3Ca6xrJdV7RsO/cNG7b2ItYZB43HgDwhS8ATz/NBhvHwNToMcVvNppOrgcGgFOn6l4gW32s89ngiWjIX72wR1nIpp6e4PtcO5Lr8MgFRFfegP7elOffxB9bxsKkoW4hRZVdUKrdTCaj4ZrbcKHHqaZQFFiqJibaZ6737weuu85eNMo1qTGwbaUozPTrekVyvQkAVq+2X4vFgFIJM+Y5PzIbTHK9af16tiBZG8z1q8MZxCMhXLnSHLOdZSEEKIXDIJrmvf94WUhHR3uSa0LsGu+eHrb/ovO4li4Am/iT45dfnre5ft+3n8OHblqL++7ysSCU01xrzoBFQzhEsPnKy7H2hIJnR897/njRfPp3+YEX2QvveQ/w/POIhkPCJteNOIUHAbyHEPKXhBBrtCeERAkhfwFmrv+11QJFZHR0FKPOxxwtxplGVU2u+Z04vzPOZLx1uc21B87kuqTO80B1JdeWpnlOaOQT+LK1atB9MnrkCEaB8rKQGsn1T/cN4Xd/sBt3fu1p/NOzpzBbnEcJyfg4Sz0PHy7X1OAxxbdHSWuiy8v4OHCZufBMnf3Q6mOdJ9d96XhjybWjLGR0fHxBzz9fjI2xR/Zr1iA6OgI9N42klvVMklXNrrlupM81v3FalvS+QCei3kk5Z6HHqaZQFIwC7Pxr56Pp/fuBm28GVqxgn7vMdWDbSlHs5cRdyfUogFFn4uoqCxkNqOZ6NJvFaCjUlrKQV4czuGZ1l10W5ZjQSAiBHmLm2nP/zc2x60063Z5WfB0ddmDS1cX2X50WuO1m9OJFdu699NK8fs9cScOx0SxOXfS5XR2lc+6ykFQ0jLGxMWhz08gruueEbz6urt/3AnDttcAVVwCFgmmuxUyuGzHX3wJbmfFPAVwghDxPCHkObCn0LwJ4HpfICo3bt2/H9u3bF+z3O9OouXrJtcNce+ryYa6dafC8uw+4kmtLE79wJBLMlDQ4MPMa41yt7ik+2f7EE9gO+J7QeNFMzTet6MBfPX4Mb/nqUxiabrKWjnd2MevGLE0NHlNTOcVK0RvuGDI2xhKxWKzufmj1sc7NYG867q/PtUdZyPb9+xf0/PPF6CgzauvXIzE+isKZfZg7ta92WUiDfa75TVxX0vsBYyoWrnljtdDjVFOUStgOsPOvXeZ6ZIQd805z7XrvwLaVotilBK7kejuA7c5+4LwsJOCa6+3792N7LrfgybVhULx2YRZvWLvMftFV26yaZSGe+4+b63Yk13Nz9n4EgFAI25NJbD90aGHft0G2Hz3Kzr3du+c152HQvP7V6ktdRo2ykEQsjO3bt+PsKy8A8J4UXlR1xDUFqw7uBt79brat83lEQ4AWxARNHzSyQqMKlk5/HsAQgJsA3AxgEMDnALyLUirIFOzFTcFPWYg7ua7WMYQPgD091c21Iw32vbBHNbhJdZ+4TpOUTDZRFmLXXM8bbnB9TmjMFTWk4xH86//9Znz7t25EtqhhcKrJ1Ibvpx1Vu1rWpaTpyJY0bOxlTwEaLg0ZG2N/eyIRwIRGM7nuiPm7kXMeN45FIwKHb8O1a5G8yEpEOuLeZRruCY1+zXW95LpeWYiQOG9iJyfb8558MuNNNwHLl7N0UZRe105zXatbCADEYtCLJWuy+1hAZSHt6hZyZnIOuZJW01xrZnLtSbuTa6e5Btpj6huFX+dyOeC115r+NecnTXPtt89+FXOdV3RrtVkeFuU9PE9R1bFl6DWESyVWEmI+7UlRfUmUhYBSqlJKv0YpvZFS2mH+u4lS+nXTfEtaQL7JshBPikVmogYGAkmuLZx9W5PJhgZmTTesOsOWmOtZczFRnxMas0UV6ThLD9f1sJNaafaE5ub62WftTi4NwlP8TSuaMNe5nD2ZMwBzzZMOVhbiY196teITxVz39wNr1qBjYgwhwlvj1WjFZy1/7u8t+BOJripzIBJVJlAKjfM8cyfXn/gEsBDp8f79zFDfcAMbf3p7xTTXPrqFqGb7sc5EBCOZYutak/qBj+1t6hZyeJhd096wzmGu+XsmWO8EPRRGqFaf63Yl17wsxImZrgqFM0R6+eWmf835KfZ31epLXcaFC/b8AVefa74gVtw0117zqoqqgbed2Q8jEgXuuss6ZzoNZUmUhUjaRNFatYhUn8DnURbiSanEHqevW+er5nre5rpen+tQiA2MDQzM03nV6jTYigmNmJ1lGnitY73kuqShM8HMdcxc1IGnkQ3BOyRcdx0bdJuse5vMlZvrhjqG8Il4K1cGYq758dWbjqGoGvUXVHHWXIu0iMzoqJVcx/M5dFAdsTBrJeU2PNaERrNbSKuS61Q0jOJiM9fOG0qnuS4UgPvvXzhzfdVVdhvQFSvEMdelUtWaawD2IjIAEI9DK7Ltd01/FxTNsHpet4U2LyLz6pBrMiPAxk1eWghAC0dAvFrx6Trbtu00117JtZe5/s53gN/6rYXVUw1NY+dBb++86q4HTXPt+3p84YI9z8e1QmMyxs01++gVGBRUHXecP4Tszbew7WqeMx2GsjSSa8J4NyHkDwghXySEfMn174sLJfRSgh9cK9Lx6jXXjZSFJBLs+3yY63lfrKuZa11nFwpCGk6ueVIL1FlUxy+ZDNDVZX9eN7nWkObm2ry7LlXrrVqLfJ5tlw9+kG0LV921X/hkxk197KLTUHLNzTVPrtu9iExJQzRMLMNY92ZOxLIQvvS5aa4BoFfJIRYJwaBskqmTsrKQBhaRsZLramUhsUVeFuI013yVS/5UqZUcOMBKQjh9fZXm+tFHgZ/+tPXvXY9qyXWVshDLXK9mNwojPtvxPbRnsPl5Ik6tQNvKQiomMwIVJlYPV0muuZluV1mIu+YaYJ97mfqXXgIefjiYfv2qym6MbrttXubaSq79loUMD9vmukpZCE+uvTxPQdXRO5eBetkG9oK5rdO6uvhb8RFCrgTwKICrAVRrbkgB/GULdAnN3XffvaC/n18wV3TG69dcr1zJBrtMBnd/9KOV38fN9bp1rEsET7Kdv6qkIh4JoaQZLS8LsbbVsWPMIAEN11xPOpb5zc6nU4fJ3QCwYYP9Qp3kOlvSLDPIzXVTyTW/AVq/ng1uO3YAX/4y09TAMcXb8G1spizEaa593OS0+lhng2nEGlDzio6OeI1hyFkWYra1untgAGhA1/efO40dR8fwb5+8vWndZczOsvOov98y12/oW4vrbn0rntszY68kZqJaExpJQ8ufZwrsHOpKeG+fZJ1uIQs9TjVFqcTOv3S63FzzmsxWm+upKdZb/g/+wH5txQo2Hjm4+/DhYB7hV+sWoutsO918s/1aLAZjmo37vO/zaKaI69Y4yiY8KKo6PvfTQ/ivb78cf3LP1c1rNcfIu++6Czh6FDh4sPnfVQfDoDhyYRYfusnVJ9plrllyrVUe605z3a7keuXKspfu3rjRvml0UiyybXn+PLDRu4f9QnF3by8Llt78ZtarPJNhbRUbhJvrOT9hXC7HzmsPc11QdPSkorj7nXej/0IGWx8551nHXVR1xHQVIbMcyKq51pXmSzQXmEb6XH8HwOUA/gTAUwDaNBtFPAYGBhb09/NV3lZ0xqvPCOeDRTrNTo5MxluX01wD7GR3GkuwRzsrOuMYmi5Yk2WaxpVcW5o0zX7E2WBiOulIrqvebDTAwMQEG1w4sRhbiKcK2aKKdd3sZI63wlx3dwPvehcz1tPTQE9PQ8cULwtpakKjO7muY65bfaznFQ2pWBjJGBt66k6gdT4eJwSIxTCQTLI5BD45PJzBoaEqZVPNwFt+OZLrq4mBdQMDwJ4Z5BUd3Y4Qq6JbiN/kuqiiIxb2XJ0RYMl1SWOlNaFQZd6x0ONUUygKBgA2HrXDXJ88yT5ec4392ooVwHPP2Z/rOgYGB9nY1aTZaJoayfUAYHc0Api5LvHkmplrPx1DeBLIH+XPSyuAgQ0b2DZcwOT6rNdkRoBdN5zJdSiMkK5VHuvtTq49ykIGenu9n7Lx7XbyZNvN9UA4zLbHbbexJ3B79rBrUQMYBsXgNLt+V32y7oTfYHiZa1VHMhbBwMAAirFuAOc8O5DwbiFG0jTX5rbu0BRMCmquGykLeSuAvzEnL+6nlJ7z+rdQQkVicHAQg4ODAIDth0fxtq89hfEWzty2k+tE9ZomPlik08ysZTJluizc5tqjNCRX1LCyM1723k3jSq4tTbwsBGi4LIQn1ys64/MvC6GUaeL1l0DdRWRyRUfNNTfXzZzQvC6+u5u1EzIMtqAMyo+pE2NZXPVnj1szst1MzimIhgm6U1F0xiPNmWufNdeex9Q8mDMfA/JJLA2VhQBALIbBiYmGNGWLWtX+qU3hvEExV/mLXjyH3BR73Z0mWxMazT7XlMLXRLRMQa1abw3A2obFKiVKrd53LUFRMAhgsLfX21zXuMltinPmJYlf2AFmDCcnYa1DPziIQVMXnK3v2kGN5HoQwODUlP1aLAZqGtwrV6URDhFfva758cgN0by0AhgcH8cgX911gSZUvmpOZrzeba4rykIiCGla5bHulVwv5ORPj7KQQU3DoFdizucdvP76wumpwuDMDAYJAW69lb3QxKTG8WwJimZYaxXUHVf5uV0luU5GQxgcHMTMRRZaeBn2oqojrqsI83OFJ9dLZEKjAuDMQglZTOzcuRM7d+40P6MYnCrgYq65zg9e2DXXMeQV3XsCVC5nT/JatgyYmXHpMvFhrrNmcg2g8QVJ3LiSa0uTrtsGqcHkempOASHAQE9y/t1CJiawU1Wx03kRr7OITNZsxQc4aq6bSfidyfVtt7EbI7Mln3Pfnb6Yg6IZODvp/ShzMlfC8o4YCCFYloo21ud6bIy1I4tGfe0Hz2NqHuRLGjrizrKQOvvTw1zvPH26IU28X7T7cePrY1n83j/v9pe+OHGa63Qa+UQHhgaP49g+tnqY+xxydgsJmwmzn0mNswW1ar01AGsiULXSkFbvu5ZQKmEngJ2G0Z7k+uxZ9tFtrg2DlYwAwMmTTBMQjLmuklzvBLDzlVfs18wVGpPRMFKxCFbWerLpgN/ADs03uTZN0U+efBo7+XWkyY5H9Tg8nEEsEsKVq9LlX8jn7ZsRsLKQkKZVHuvu5JrSha0R9+gWsnNkBDu93tOZXLeZnaOj2FkosGvQNdc0VXd9zrwu8bp/r77UZfAFZDwmNLInmRHs3LkTe17YBcC71KRQ0hDXVURcyXVSKy2JCY1PAHjLQglZrCzvYKbUOeluvhRUHfFIyLqwevaS5G2GCLHKQjwplewJjYC3uS5q6EnFEA6R+fe55nelXn2uncl1g2UhPakYliWj8+8Wwk/0nh77tRoTGjXdKFsSPhaeR3LtNNfRKPD2twNPPVXxbTnzsVg10zc1p1jH3bJktLHkenzcbkHY4BMEP/zVz4/iMz9+xWqj5WbObL3EjWGt4+2xgxcwmzP1cXMdjzc8EYjfkLmPnT1np/HM8YvYe266od9nmWvzkf1k9wp0FrN2n1bX32RNaIzY5tpPiD5brGOuo/W3oXDw86y7m5VE8QstPy9bba7PnWPv5Sz1cK/SyE0OIRUrpy44NZJrAOXdQmIxEEVFd4odE/3LEhidrT+O8nFkck5p/EbSrRXAV588iWk+5CyQYeWTGaPukihXcm2EwgjpdSY0ctO7kKUhXt1CYjG2H93jFb8hCcBcWxMaAXtSY4OJPq+3vrrfNNf1jil+48xLd8oWkTHsbiFRUvX3lfLsOIuk3DXXKrRWPZFsMY2Y688AuJ0Q8lnn8ueXOss72KZoqblWWHsanpZ6lkLkcuyOHLDKQjwpFpkh6epi31+lLKQzEWnNohT1uoUATZSFKOjtiCGdaIG55n+/01zXmNDI3493C4lb3ULmaa4B4Mory5eF5e9pJq3V/taJnIK+NDvuliWjVg9wX/AuF0DLW/FNzyn4/vNn8PCBYdz7nefxO99/CYeGyrvYFMwJjKk6qetMXsEfPngAzx016/X4sROLNdwthCf7bmPBV/s8OFil0041RkdZF4feXgDAxa5edORz1o2XO41XzMeW0TBBiHBz7acsRKva4xqwk+t5P21qFYUC8JOfsIlSu3d7Httl5hqw0+OFLAtxptZA5SqNr78OGo3CWH9ZsObaR7cQoiroTrFzf/WyhK+yEOfN1+B8OoaY+04nIWS41AUw14ZBcWR4Fm9Y21X5Ra8JjV43217meqEmNVLqba65iXVvI/55AGUh0DQ7qHjzm9k5cPp0Q79icCqPEAGuXMXMdd1JjRcusH3Q1cXe27zWaroBRTeskCAcCiEWCSHnESZqprkOp8xzhSfX6tJIrl8A0AXgawDmCCHnCCGnXf9OLYxMcek1zTWfZNYKCoqOVDRsGTpPk+U012ZZiCe8LIQQz17XPJlNx6NINGKuDaN8UhCn2iIyzpO6ibKQ5R0xdCYi8+8Wwi/4y5fbr9VIrnnqyWuuCSGIhUPzm9DIU7TubrYfXduKD1a1k2vbXDdcc81ntbfYXO84OgbdoNj6+7fhC++7GkdHsvjcT8qX/50zJzRa5rrK8ca3e7Ho6K0L1K2P92LWSq7L34vftLpvAOoyNsYMmmn4xzv70JHPWimbO0lWNWdZCHvNf1lI9Tnn/KIkzEIyP/wh8JGPAO9/P0vF1q1jJttJqWQ/bQNsg+ssC2llbayXue7rYx8dyfVMuhuvx7uDMdfxODPRXsm1y1yHNBU9PLnuSvpaSMZ5fDS9siwAqCqMcAQgBHlqTqBdgFae56byyHpNZuTv56q5DnvdbLvLQoCFS6557bl7ERneOtS9jfiYe/p0+9vxOa/Db3oT+3joEA4PZ/CRf3zR11Ow81N5rF6WRDd/su4nuV67lp33jiCLj/38WgAAHbGw58I0mtnJx90tJKkvjZrr8wBeA7ALwPMATgM45/p3vtUCRWdZMopwiLQ0uc6rOhKO5NqzzpiXhQC1y0K4uQY8zTWfmduZiCARDflPwX7yE+DOO4Hjx8tfX4DkemKuhL50HJ3xyPxrroeGyi/uQM3k2jLXjnZxsYgPcz03V2nYZ2bYhZTvD57eufYdv5mqlghM5krobbYsZAGT61+8NoY1yxK44/Je3HfX5Xjf9f0Yz5bXZOZLbEIjb1VXra863+6q21w3WBaiG9Tanu4nQNxsvzKYaWylO746o8lIejmS+Szi5mjqvkF1T2gE4KtjyGy9CY0xn5NCXYxkCrjlKztwcrzFKfG+feyJ0IsvsoUygPJljwF2TkSjtuFxmutQiJmUViWMlLKa62rJtcNcX0x2Yzi1nJVNjY+35v3roesspIjF2PHtlVy7ykLCqooeR3KdV/S6HZScN7Dz6hiiKNDNNDZnmAf7AiTXr11gpUGeLQZdNddGOIKQXsdcL3Ry7VqS3aJKcq0ViqDhMDsX2j3h2FkWsmkT+3jmDF48NYE9Z6cxPFP/+Dg/lcf65SmrhWpdcz08bE38dl5r+djvbFuaikU8fx9Prq02wlZyXRQ2ufbdio9S+vYF1LGouOeee6z/h0IEPalYWbu4+VI0OyrwtNTz4HUn17OzuOc97ylPOoBKc+1auCRrPhpPm2Uhvs01T6Tcibkruba21c6dTfe55kltOh5BSTOgaIZV39owQ0O4Z9Uqlq5xaiTX3Jh1Oh7PxyKh+ovIvOUtwHveA3zta/ZrmYxtqAH7/zMzZccUN4HVZk3PKTp6000k18UiSwad5rrOfnDqqkVe0bDrxEV89Nb1IKaB7O2IYSavQDeoVWvMJ7CkzFZ81SY08nkGimL+bY6ykHt6egCfupyG2v0EiJeFnNegHgAAIABJREFUTORKuJApYm13Er7gqzOaXOhYjk9Qisktb8LfPXaxes112DbX9WbY6wZFtlSnLKROzXW1fff6WA4XsyUcuTCLK1Z2en5PUxw8yJYYv/12+9h2my9FwT2JBPDe9wJf/zoz19ksG88uvxw4dYodo+l05e9vlJkZ9rtdrUfLkmvDAE6dworr34WRy28AXnmKTWp09SxeEPiYE4ux49uVXN8DAG97m/1aPI6IXl5zDbBe17WOk4LjHJtvWYgWjiK58U0YKJklG9XM9ac/DXzgA6wrUoPwxW4u601VftFrERldqzzWuZFOpRYkuT44OIPLV6ZZAOZ8Lwf3vOlNwAMPVIyxhewcJnrXYuP4eVZ37T4+F5B7IhH7/Xp6WKnG6dMYvZKFIF5t8Nycnyrg7qtXWua67pOzCxfs1rfRqOUN+M+lYmHcYe6/Bx884TnHTHMte89vsOKqAk1Qcy2XP2+C/v5+9DuSq96OmLWwRyvIm5O++MFbtyykuxugFP0dHWW6AFSa69HRsoTEmcwmY2Hfk6PUPXsBAKWcKw1wJdfWtvLqc+0jvVN1AzN5Fb3pmHWzMa+66+Fh9F92Wfl2qplc2zcfnLplIZoGvPpqxUIVmJmpaq6dxxQ31V7mmj8h4WUhXckoFM3wd1Pk7HIBeD9BoJS1BzT3jVPXaKZY1QzvOjGBkmbgPdfaprOnIwaD2jXPlFJz0Zj6ZSF8H6ulyrKQfkIqj/MqzDrKiNzbc66kg7eHPtRI3bUz/QcwnOpBP4DLwI6JirIQc/CPhIjvbiH8uJtPcu0epzjTebZNp1sYCEDXgUOHmLkG7ITJ3U2iVEJ/IoH+q83FTCYm7HSbv9aqumuvNnxcW1cXM9dDQ0CphPG+jTi6yuyF3a7SEKe59kiu+4Gy/UejUUQ0zUquubmu1zGEG6b+rsT8ykIUBXo4jHC6B8WYaa69bs4nJ4Fvfxv4139t6m0uzBTQlYiUBRoWVVrxVRzrC5hcP318HB/8+xew9aVztiagwlyTVDf6gYoxNqyUcKJ3PfukzZMa+zUN/fy6QwhLr8+csSbG1kuh84qGiVwJ63tT6DDHn5rXY0rZ+e2RXBccZSF8/6Xi3gtj6QVXch2LAaEQEmppSZSFAAAIIXcSQr5MCPnfhJCrzdfS5uvd9X5+KXD69GmcdkwCWN4Ra23NtdlYveaERndZCIDTr75apgtAubleu5ZdBLnJQvmEPd8115SCHjgAAHjtjGsZYVdybW0rd1mIYfiamMaNAJ/QCMxzCfShIZzu7i7fTr6Sa9tcx6Oh2t1CRkbY3+d+vFzDXDuPKf6Y110jDNi1/bzWn6dYvtJrt7lOJNj+ciZmL70EvPOd7EkD7P2naAY+8LfP4ds7vCfh/OLIKJYlo7h1o13Lbk32NfehohvQDIpULIJ4JARCqqeufB/rPLl2lIWczmQqj/MqlJlr141BtqRhc38XomGCV/zWXfOlz80LuW5QDKWW4zSAkUPsnHCfQ4pOEQuHQAixFnupVxYyy1dnrGGuU9HaC/G4xynOTJ5tk6n8/Fc7tTh5khmtG29kn/MxxyO5Ph0O4zTvCuJlrlvVMaSauQZYacjFi5a5ORyNY7BUhLF8eTDm2iO5Pg3gtKOsphSKIGZo6Dbr8Pu7eHJd2zDz4/Gq/s75lYWoKpRwFOrMKE5cNNeQ80quzWtDoxPlOMMzBazxeopEqXfNta5VHuv5PBszYjE7hPJhrsezRWx9+VzVMrHxbBF/9BBbmdK6qeHm2lVz/U8vHsdpoOIGJKKqONO1CjSRKJvUeH4yj//5n0d8zceoi6J4/r2n83mcdt7wbtzIzLX5t9QLrvjN2cDyFFLx2k8fAbBrXrFodytzTGjMO8pC+P5LxyOeGixzzccVQoBkEoml0IqPEBImhPwYwNMA/h8AHwdg3o5AA1sa/Q+q/PiSYteuXdi1a5f1+fJ0rPXdQqIhdMbZhdWzps5dFgJg1zPPlOkCYLfiAzx7XXMTk47zbiE+DtRz5xDLsgvgmSHXQp2u5NraVu4+14Cv0hDLTKbjdg16aR6mYHgYu3S9fDvxSXIeA+qsV811veT6vDn1oAFz7TymaiXXk+YTEmdZCDAPcw2Up4u8Btbsr8t17Tk7hck5xWrD5ETVDew4Ooa7r1lZtpogT9j4uVFwPAYkhCBVY/lu/rcrfOB2JNe7Jicrj/MqcJMKVM5dmCtpWN4RxbWru/x3DMlk2PYyt2FR1TGa7sUuAC+8+CJi4ZDnIjK8jClslYXUeZtC/eQ6ETO7k1S5IXaPUxzLXLfwaZu1FLaP5HqXpmHX7t3MjARpricmLHN9dG4apaEjUDZf075e13ysjMc9k+tdAHbt22e9VAALJ3pi7Bha1eUvuc4rGsIhgstXdGBwOu9vfoFh2CuROvSqoQhKg4dxfNg0svMw15m8ivFs5c8Pz1Qp0eLv5WzFFw4jrGuVx7ozfGqgFd9P9w3jTx85jH0e7TkNg+KzDx1ErqShJxXFRT6fpEpZyL5zp7ALgOZ4ukt1tox3MRKDsenysuR6x9ExPPDi2YobIN2g+IdnTjU2mf8LX2CtXl3sKhSwy3ld4sn1DLsW1yvx4OP/+uUppGO8bLXGz/AGAl7JtXU9iFj7L1VlQiPlXoGPKwCQSiGulJZEK74/AfBhsJZ81wCw1tullBYBPALg/d4/urTp7WhtzXVB1ZGKRdARZ4Np3ZprbtLyLuPDG+fzA9LDXGcdyWwyGq46wawMPngCOD/iGoScfa6dg7i7zzXgazKMswyiK1FjgqcfZmfZP2enEICd8JR6TpTLWd1C3DXXNdwRn6TSgLkue09rQqOHubaSa3tCI2AbpppUM9fOmxx+AXIZjCdfYz87kSuxffy+91ndYnafmcJsUcN7rysvQXC3qeQTNDvMQTkZi1QdzPk20HlZSJOt+LI1ykJy5uJANwx04/DwrL/EyLUNi6qOiY5uGIQAMzNmaVX5+6i6gWiYDZdWt5B6ybWpuytRfVpMss6k0GrYZSEtTK4PHmQG8dpr2edeN24AM5T8Rqmvj5UQcHO9eTP72KqykLNn2VjDa6yd8OT69dehx+KYSbDa8+yVV7PkeiFX8+PwbeOVXHu04ssTtr97+X1mJIS+dLxuO7682X1qoCeFvKL7C4I+8xnWKtT5RE9RoISYBjVkivAKSPj1YXi45hj/Z/9xGP/XP++peP3CTAFrezzMNb++OSc0RiIIVWvF5zbXziT3P/8T+Na3Kn7s/BT7nkcOVLaRvP+FM3ju9Qn82b3X4qpVnba5rlIWktHYvpuesm8Wc7Ps95ciMZQ2bCpLrvl1jZ+fnNcuzOKvtx/DjqNj8M3evXbIw6G0vFsIwJLrYhHUvJGql1w7zTUvS6tZSsLP7RplIcmos1uId3JNi+a2dprrZBIxtWR1YxKNRsz1/wng/6OUfhvAhMfXjwK4vCWqFhnLO2LIFNSWPZ7IKzoS0TAi4RCS0bD3Ae9RFlJhrvnA6CO57kxEkYiG/JWFOMz1yNhM+YQC52DsjOfcZSGAv+TavBD0pWN2a8JmzTW/i+52VS/xlkkeddfZoopwiCARtU+Vut1C+KA2N1e+T2ZmyruU8F7bVcy11363bjZ8JtcFRbd/j1fNNVB+AeQXIIe5ppRaA/tEzpzhvn078G//BgB44sgoEtEQ7rxyRdl795jmmtf28sUBUuZNYzJWvTsN16x5lIU0Yq5nHcdKZZ9rtlrkG9d1I1fScPqijwlPrm1YUHUYoTDUdCcwPY2kRxqvaIbVps/vhEYruU5VSa4PHULy5V9aGhqB/+7JVifXV19tX/z4R4+ykDJzzZPrzk770XGN5PpHL53D7//LXn+azp1jk7cIqfyaoywks3rA+p6pDVexpxN8rHj8cWDbNn/v1yi1aq49FpGZo+wY6o7Yx87qZYm6yTVfN2H9cmb+6i6Dvncv8Ld/y260nYZUVVEiYSxLRqGGzX3oZZ7372d/D6X20wMPDg3N4MRYtuz6kStpyBRU77IQj4RYD0cRrtYtpFZy/b3vAV/6UsUjpHOTbLz+2asjZWP8+ck8/nr7Mbzn2lX42G3rsaIzbq/K7FEWQilFxtyFkxP28XzR/H8pHMPc+o1sAq+5r/kNtTso4WV1E9kGArxTpyqvr+7VbgGrY8iaKbaeQL2a68GpPNLxCHpSUcQiIcTCodp9rr3MtTWhkX1MOlvxxSOeZSZGyVUWApjJdRFqvceAAdGIud4A4Jc1vj4DoKfG15csvP7Vfcfph/+2dT8ef3Wk7LWiqlsTvjq82s8pCvvnKgup2k+TH5C9vcxQOQY83jEhbU5o9DUx7sABzCbM9y6VcGzUkTSpqp22uFtLNVUWwgaw5R1xKz0uM51TU+ymwU+ZgFePa8BuTeRRd50rsQV2iOMCHa9nrp3tlS46atLd3ULSabat3Oa6RreQibkSYuGQVaZSz1x/8T8O474fmmZkaIgZer79vepincm1OWiNzhYxNM0mGU1kS6ymHLA6xjx9fBxvvWJF2SAJAMtT5TXXztnhAKsZrtothCfXbnPdZHLdEQtXlFflSho64xHcOMDOn1f8lIbwR+VmzTU/X7SubmBmBqlY5bwFRbfNtd8JjXwSqGcXiEIBeN/7EHn7XfjaE9+BNlOlDWcVFiS5fuUVuyQEYPsrFPIsC/E012vWMIMN1DTXW18+jx1Hx/ytNOjV45rT12cl1+Or1lkvjw6Y7ckOH2YTkn/914HPfrb+ezVDrZprj+R6zrxc9zjMdb+PhWTmzO5TA9xc16q71nXgvvvs5N4RDlBFQTEUxuplCTu5dpvrXA44cYLN2wCqloYUFB3np/JQdVp2czBilid4mmt+XDgCCsOsua7Aaa5jMTbGO28UhoeZ1jNnyn7s/FQeKzrjmMmrePaEPXZ/95mTIITgL3/tehBCsKIzzsZCwDO5nsmrKJllPBlHcj05wc5VJRLF7LrL2DFgXpf4OT9TKL8OzXBz7fdmuFj0fmrAP486xpSNGwEAAxkWGtRbEOb8VB4Dy1PW9bAjHq5dc83N9erV9nvzVnwefa5T8bCnBuqe0AgAySSiS2RCYxbA8hpfvwLAxRpfX7J4LoFOKfDsszWLK6fmFPzs1RE8f3LC8WMUeUWzHpV0Jjwek/BBwm2u3cm121wTYk1g4GSLGgiB1XvYTwpG9+/HgdVXAQDimoID583SEMNgg7PXimNeybXPspAQAbqTUUffb4cpOHiQDSR+zLXX6oyAnVx7mOusWTpQ9u2RMEq1nlI4H8fx0pBikRkLh7n+l1+ew1yqs8Jc2zXXlftiKsfaEvLBrZ65Hp4u4PRF83h5/XX2qJfjZa75sZXPWzdhR4bZxeHXblqLbEmDct7cjgcPQssXMDxdwDWrK1u6JWNhJKNhK7nmZS4pqyykes01n8ypqZU11w0l12bNdf+yRJkho5RayfWmPtZS69CQD5NaURbCjgNtGVvO26vjjqpTu+ba54TGmjXXf/d37KL127+NDx98Eh//r7/KxhqfTOdVXD96snU115OT7Bzkkxk5Xn3UeZ9rwDbXvA9ul9mBooq5Hpst4ugI+5p1TNeilrlesYJpOX4cg8vXWOU3g6tNc33gAPC7v8v0nzzpu58zpRRnJnx2pfCTXDvMNe8t3R0uT65HZ+sl1xqSsQjWmaUWXvMmLL77XZY8/8qvsM8d1xStWIJKIljdnYTGx3J3QHLoELv2ffjD7PMq5vrUxZzl353ba8g012u7E5U/5F6ECwCNhOuXhQDsWuk019z0mXNLAFa+dWGmgP/jTeuwvCOGR19hpndwKo+f7BvCR28ZsOrc+9JxZEsaO9c9EvWxbBGquY1mp+3waXKK/b8UjmJ6tdkxxCwNscpCXDe9fPz0nVzz67t7sjq/0XWaa7Mt3/oZFhrUu2llPa7tG59UlTIOi+FhFmbxa77HhEZnWUg6FoGiGZVVACWPspBUCrFSEbpB6z4JDIJGzPXzAD5GSOUzNkJID9gEx6dbJUxk7r33Xtx7773W53xy2ZSzY8jDD7MJBX//91V/z4kxdqI5l69WdAMGtR+VpOMeTdV5uugqC7l3/foyXRXmGmCPgRwDHjePhBB/fa7Hx0EuXMD+NWzy0fIIxf7z5qDHyyoc5traVs4JjQ2UhUyYZjIUIlbHjrIEki9i46elkZkQ3Pvbv12+nfhg41kWolW0hKo7oXFw0Foa2zLXrqXPdYPiH589hcloEpiZsbaTYVB7hUZ3IkAprnzyP7Amau+jzkQUhFQ313lFw2ROYZOYTpzwNtdeNdcAcOQI7r33Xkz0Xo8bBrpx7WpmfvLnzGReVTH10l4YFFi9zLtH9HLHfAQ+UYXXXKdqtH7MuZNrfjGPx3FvJFK+/2owW1TREWOPsp03KyXNgG5QpBMRhEIEb1i7DAf9dAwZGytb+pzfjL7zujfi3kwGyYjHhEbNsJZG52Uh9SaVzZrlSCnX0wBkMsBXv8r6fG/divs++TfQQ2HgN36j4ne4xynOmmMHse1fPo2bDj7f2OI51XBPZuTE45411/euWsV0uZPreJwZzSo1188et7ObU/VKeObm2O+uZa4BQNNwctlq3PTWu9FxxS0YjXSwlO2v/grYuxdj9/wqCw3ci2VV4eUzU3jH15/Bz11PIz2pk1zfC+BeRz9+bq7TofLkOlNQa6aHeUVHR4y1du3tiFl9pCu4cAH40z9l/fl/7/fMH7a/Vy+WoIQjuOd970fXlWbfYvdNBy8ZvOceNs5XMdfHHU87z07apvdCreTaNYYCdreQimPdba47OuyxTVXtcZkfu2BBhEGBTX0d+JU3rsaO18aQLar47jOnECIE/+XtdtXrik5m8iZyJc+ykLHZEjo23YJ7AeRm7GN1mpvrSAxjq8rb8dllIa7kutEyrlOOhbKd+6dUYsfUzTfbryUSyPetwsDMGCIhUtNcU0oxOJXHQI99E9ER956AaOFswwd411zHwtb+szqQuH4n4eOI08skk4gq7HURS0MaMddfAXAlgKcA8KP4BkLIfQD2A+gA8NXWyhOTvr4+9DkmyVhLoDuT6x/8gH38n/8TmK6ceQw4zDU/mV59FaVjJwDYd3PpeKSyxtidXCcSQDyOPk0r0wWvA5Kba/Oiyh+N8/dUdVq7dtwcPA+sYZOPNqTD9sxqfrFwmGtrW7n7XAM+k2t7NcJ4JIRomJRvjxNsezknhngxPluEcu480NeHvnXryrdTzeRaLesUwnXUXETm/Hlgyxbzjb3N9UunJzGSKSIT64AxPW1tJ26oY+FQ5UD37LP45P/+c7z/iJ1ShkMEnfGI9UjRzZyiQ9ENZGeyzPRfdZX9xWrJNd8eR47AiKdxbBp49zUr0Zdm+8FKrgEUnmeVYqu9kiYAPR3RiuSa3zimaiTX/G831MqykIrjvAbZooquZJSVVzm2Z9bRJQcAbhjoxtGR2fqLA42OsgVGwuULuCy7+hr0zc1hpZL1LguJ8AmNvCyk9ttkzNUZK7KMb3yDlUJ95SsAgFNXvAEvvOND7DhzPblyj1OcgdOvAQBuPXuwrCa9aaqZa6/kulRCXzrNdPX1sZR6aMi+AHd1VU2unzkxjhWdcYRDpL65rtUpBLDNNYCjHSuxcd1q9PatYCUz11/PDP7HPoa/3vIR9k0+O4gcMm/Qvrb9WP05OHWS6z4AfY7FbDKmuQ5r9rm+2kev67xZcw0A65anqve6/upXmabvftc2iu7kOhzBhrX9WM7n73iZ695eYGCgIshxcmI8i5g5p8iZXF+YKSASIljZ6TGe8JVsHebaCEcR0bXKY71Wcu3sguIw187Jeh+8aS1KmoH7nz+Ln+wbxG/csq4sQODmejxb8iwLGZstQu/qRR+AfMa+keApdikcxXhXLztHzGsXN9fTrpprXoM9kfNprp3b3BmclErsmHKNCZOr1uGyzCjW9iRrloXMKTpKmoG+Tjs97ohHPCfeW9Qy14oOQtj1lO8/q3e263eSKsl11KzF1gQsDfFtrimlewH8OoCrAfyz+fLXAfwDgCSAD1FKX2u5QgE5fvw4jjuSDN4VgdcHY3gYeOIJ4IMfZMb6L//S8/fY5lplF4O3vhWxz3waAMprrqsl185VzJYtw/Fz58p0VU2uczmr5VquqFkTBfkAXDO9Ns31K6a5HkiFcX4qb3eRAOxBRtPsbdXshEYzuQYAQgjS7hp0bq5rJNdzJQ0f+M7zOLn/GLB2bcX+q59cu8tCaiTX+Tx7TF7HXD+836yzS3RAn5q2NPF0dUVnHKpOy83ez38OALhspjwVW5aqvkojn0Q4e9hc0MaZXHuV5+RyzHisWwccPowfbf8l1Mkh3H3NKmtQ1YeHgfXrgVWrQPayeu41VZLrnlTM6qfMjWiHNaExUrUMiSfXhBsUh7k+XiiU778azBbY/utMlD8B4v/n5vrGgWVQdYqjI3U6VbgWkOHnyslkAscBrJ8e8VxExj2hsX7NtcZKFc6cYcc2pexY+uY3gY98BDDTp0Q0jMmOblubg4rj3HzfDRdYsrVl+LXWLCTzyiusBt29qmGV5Pq4ojBd/CKvqvYFuLPT01yruoHnXp/AOzevxGXLU/j/2XvvMLvO8tz7t3ZvM3t6b5oZ1VGv9tgSLgrFxtjC2DGYQCChJgdDSIAE/MEBn0MOJBw6iQPHwZBQTLENuBfJskbFI2kkTdFUTe8zu/eyvj/etdZee8+ekZ1Dir/re67Llzxt77Xf9a73vd/7uZ/7GZp/leB6te53OnDdZS3H4JvGEpwRa/HNN4vn5Fvf4pKzkoTB+KrB9cBcEKNBYnQpzE/OjK/9y1dhrvuB//6zo1p2wZeSsv8ONBZxfGl1qUcknqnhqS+2r96lsbdXzKuWlswargPX6ViMpMGEd2YMW3xRZEyUNTyVlvnW84Mkzp6DXbsyDUpWAdeDc0Gay500lTkZzQLXUarcNu0QmhV5mOu0yYRBTtPf15c919dirtXam+LiLFmIBq5LHeyqL6Kx1MH/fk7sLx+5oTXrUsoVomEhEBPvZTRmyS0WAjECvgX6ER0Z1fD5xDXETGb8sbQYa5W5juR3C1G/ftW9NFZjrqNR+oH+pWz73NmSKhr8cyvWyNxQ14piXZG1c5V25VrkA9e6Do0Os7BlVdcqretjjoRPiq/GXIvP91/R6/o1NZGRZfkJRGHj2xDWfH+NsOdrlmX5md/71f0XjZMnT3LyZKa2s8hhQZJ0musf/UikEr/6VfiTPxEayTzM6sCceND8wSi85z3g9yNNigdfBbpCc50DnHJlIQBFRTzdN8DLJ05kvhfNUwSgVAeri54o2BMPi1Vtp6wHPIlEtib4/Hl8lbUE7S5km41am1gEz415Mou+ujCnUpmx+jf6XC+H4prsBkSzmyyNlwqu5+dXZbx+8PIVFgIxHAuzUFe34v6txVwHY8ms7oxwlYJGtZhx0yYxDmpBo25jCMeTPNU9Q5HDjN/qQvZ4tGtS77XafS1Ld62A65rlbP9Zt928IpWohuqBHO3NA65XY65dLmhrg54eHn36KA7vMJuqCrQMjTQzIxbMfftwXRKHrdWY6xKnRcdcZ3xNAexmw1WbyBjTOa4JFgsnY7Hs+7dG+KMJCm3mFZtAMAdcr3dKfOmZ7zI7NJH3dbTIaX2uPivnAj5OArXLs4QT2ZuN3i1EBQ3pV6G5LrIaxSFt/XqhW7zuOvHMfPGL2u85LEYWnMXatV1ZDPFjpXPcinmOKJraNC80mVtnh/HML6/9eV9NqG3PcyMfuI7FOOn3i+vSM2hXYa7PjXkIRJPcsLGc5nLX7425ls1mJl2leEd7SM70izX8058WMpCiImYjaUaLa0heenWNZQbnAhxYV8KBdSV847nBtfWoV2GuTwLf/eWz9EyL8fCnV4LrlnJBsKw1HqF4Unvm6kscTHsj+Q934+Pi0Az5wXU8QcJoYrjnHMmZfuIms7Z2dE/5+MZTvRh6egS4hhVZUn30zwbYUFlAU6mDUd3BYNUGMpBXc51W9pSTJ05kz/V84FplrlW99RvfKD6zklmeWA5jMRmoLLAhSRK37xTuNe/YU7/Cd7siVxbidGa50sz5o6SWR+gA4oGQdkBSJSIGm1XUDrW26jTX+d1CVCZbk/ddLfTgOoe5PgmczC3idFdS4V+k0CCvOV9VAqfIkdmP18o+kkqJ4nfVBQhWyEJUnKOuVZr9sO4146k0lqTOE157cwemmAquX6fMtdKB8QVJkv5EluWYLMu/lWX5q7Isf0WW5V/Lsvx/0fbp9R9Gg0SxQ9GWyjI89BBcf73YFL/0JTEh/uqvBAA8fhwefhh5cFBjro+88FNRkFdfj3FesE+vSRYCRBwupqeXtYUYWJ25Bg1cB2JKwV5vL+XTYkOK6RvJ/O3fClbql78UX58/z1jjRqrddiSrlTILmI2S0F3n0Vxr8W/xuV5cZPO5lyi3ZaZpgdWcYa4TCfE5VH9c/aKixHIozoMvic9atDyf/aCrcRUrvizmOp1m6/njxFeTDyjFjGdSTuKlZSuZa7ebZ3rmCMVTvHN/A36rM+vwohbyVRaKRUQDhGNjGntWNp/tweq2m6no7crLrqnatVS/cri7GrgOBsVG0daG3NfH4KyPthq3ViEPYJmf1cB18dgwFcTzu1qMjLB5fmSlFZ8mC1nDLUT5vklWxllvxZfrob5GqJkHZ07nr1xZSMX50/zR+SdwPf271V8skRBjrHo5k2GujRUCrFUtTuVlrq0mlbkW38sCN7IMv/td1vzzRxOsiywJCci73iU01UVFojmE2mwFsU7MORQmb3aWn54Z53OPdjM4l5+B9wSjbFwYY7G2CZOcJn3q9Oqf99VEPC4Yz3zgerWCRr1biBp6cJ1Hc310YAGTQeK69WW0VDgZXQxnW4Dmxuio2MhVl4LcUMB1rKGJtMFIod2Mw2LKsIaSRDT0kVFuAAAgAElEQVSRIhBLMlDWQLr76sx1Oi0zMBdkQ2UBf33LZpZ0a0/eWIO5nloUY5CSDPzirJBheZMrwXWx00KJ05IB17IsDoBHjwqSx+/XrPhASB4SKXllEaQsXxVcy7E4caMJh8WE224mYrJozT26p32sXxrHmIhng2tdllSNUCzJlDfChkoXTWVOJpYz93LKE8nfQAbEOmm3ZwEsWZ1LuUWN+WQhKimlgmtVz37xIiBs+OqL7VoX1Xfur+fw5go+dnM2aw0oReUKc53Tkh0EuHbbzaRNJoyJuLAwBUIKc2102MUa1NoKw8PIqZQm0cplrr26DrevSsY1MpJ5xnLANZBtxQcMOssxyDINgYU1tfvqdRXrwLUrjyxkORQX2GZhQdwXPXOtK2jUz0s1HFpjmsxrRhNpLKoUKsctRAXXyder5lqW5SCw79/5Wl7XUeJUujSePAkDA6Te+15+cmacRHmF2BAfe0wwXocOwXvfC5s389lHvso7xs7w5y8+TPrOO+F978O4vIQplWEaXDbTSteIPLKQqMOFLRnLTh0pG9tsTM6ceBXrHQ1cRxOCmb33XvY/8FdADnN9/Lh4KO+6Cx54AAYH6a1sESb/NhumeIwtNe78zPXV3EKuwlyn/ueX+c5PPs99/+12+OEPISlYZM0t5MoV8bq33iq+ziMN+c6LQ4TjSfZWOSgKejNe3/pYxYpPdZRwWXXA8ckneff/+HO2j1wgbyjM9V+eWmbGUpgB1zq94K/OT1FbZOfw5kr8NicGf8alQj1IqZpDDRA++SQAJxu2UTSbza4WWY3c/+2/EFrRu+6CS5fEx0mmtTbtxuEhASj0Ptv5Mgg65lqKRikM+rSGDjazUVg2Li4I0LJvH5Isc9C/ipftn/0Z9/yvvxAOI8k04UQKi9Ggsbj2PLZ12mUotQAac613C4G8DX++/GQfPzqVfS1+RXOtpjzV50CThSgHJ+eQSCk7+tYAUd3dYqwOHNC+pbqFmO02KCqiYn4yr1uIJgvJ5xbyyivw1rfCI49o3/JFErQuKdr2D38Y/vEfxe898EDWa9vMRmbsGXCtam8f65omX4QHhnAmoozd+W5SkgHrqY7VP++ricuXxWaZ6xQCq8pCrgqu8zDXR/sX2NNYTKHNTGu5i3gqvbZf89iY0P0aVtniHA6w2QjUNQHigOq0GrNYQ7VJyGBZA+bRkazn5MKEl//5RF8WkzjljRBJpNhYVcDO+iJu3VbN94+P5O1CqI0F5GWuO4cFIN1UXcjjF6ZJpNJ4Ejl/p0RLuZPh+ZBYD6uqxLN5440iG/q972kFjbCGjGRhQdyrNcA18TgJowmHWRQIR40WEkHx8+4pP1tnFXJDLZjLIXLUGFQkPesrC1hX6iSZlplS2PRZf5SaVbJgK/oEIKz4gOz1QJYzbLIaeuZ6akqM9+HD4mtFGiKcMDIgudpt5/vv3Ze3WNtkNFDisAiv61AoD7iOUWAzI5st2JIxpr0RZFkm5BfjZXY4hMZ6yxaIxYhcHtAO3LnMtTecwKSsG1fVXafTYrxVEiVHFiLePLOfybJMj1UUZ9f75tbstqgy6EU6WYjDalzxN//72QHe+q2XGbukEDpraK4d5mygr5Id2eA6hSWVJG00Zh8MHA6MUfFMJpKvU+ZaiS5EZ8b/P/KE5orw0EPgcHBsx4389a8ucWJoUXS7+sIXREeoJ56ACxeY/qMPcNvll/i7n34Rj6MQz99/E6qrkWSZkrAPu9La2GU1EU+ls7W3ecB12O7Clohna2+Vh+kDj/TwfJ8C8hwOsQCrspBokmKScOkShf09SHI6GxxcvAj33CP8Xu+/H4DO4kZh66Rsnnsairk45SWhdlFajbl+jbKQ1PkuJgvLSTtdonp9/36KjDrAqUpCVAYiB1xPesL86OQY79hTxw0uZVzygetVmOtYMk0iJWcz1wo7XD+fXz4gj42RliRmXKUsOd0rmOt5g42XBxc4sqtWkYU4MYXD2uagfjbV8kljEp54glhDI0eb92D1eTJgHWgMLuCKhsSG+vTTsH07fPObWffRPjqczVrD6pprVRYCVAcWs6wIay1p7CG/xlwD7FtcmTFAluHUKYqmxymMBvGE44RjSa2BDIBjjQLaQDRJeaEVo8pI6Ds0wgo7vtHFEA++NMJvLmSDykA0KWQhVhNpOXNwVMdZ1fgZekW5SNHw5ZWfRQ3F15v9+7Vvqa9nNkpQUUHp3CThRCoLdAlZiFLQmK+JjNriWmHQQOgvm+YVze7m1Zddh8XInLVQpKRnZzVG8rELU3lTyOkucSg0HzrI5fImis6+Sub6c5/LkqNooWpWXy1znetzrcYammvVgu+GjULT3VIh1j3/Tx4RdS35shhr2fCBGK877mD4mhsBRNGrxcRyOJN6V4HMQFkjkiyLg4QSj3ZN8eBLI1nFeANzAdYtT3Hrx++Fnh4+dvN6wvGU1t10RazCXPfN+JlY8JOWDLS3lLIcinOsf4HlZM7fKdGiymTOnhXrzf33i3Vg3Trkk6eU9LsqC7Hz9u7niTyfY+yl2ofW14t/84HrRALJLJyb3HYzMZOZqNLau2fax5b5EcIWW2adWQVcDyhOIRsrC2gqEwD4ymKI+YCwVVtTFpLTACwvcx2JiDmxWkHj9LQ4gNTUiDqBCxc0Jww9uL5alBdYM8y1/r0QBfSFdjOS2Yw1mWDKG8EfSWJQtMMWp8JcKweR+GnRqdJhMa6Q+Flmp3j8X/+KDQujGW/t1WJmRjxjW7dmxkKNPMx1IJZk0Cmeq5rl6bVlIcp16cG1M4+b2YwvSjyZ5gc/VySqq4DrcCKFbQVzrcpCMq8ZiaewJuOkzZas39WYa1l+3buFfB74gCRJN/57XczrOUqdFsLLPvjZz+Duu7ngFQ/7vD8mNpnPfx4+/nHRNnr7dp7+k09x8EM/4Nz7PsYHj3wWj71Qa0xRHvJgV050KrBRGU1vOM75PoXR0j3QQZsLezKWbUCvPExRgzlbk6crNAnGkrRMiy5RpnCIOt98hk2cnxdFUvv3w89/Dp/8JHJVFS8WraOu2KFtnrsbi4gm0lyZVvSbvyefa6mvl1MN2znzy2fh7/4Ozp9n86xOx6gWsOzaJcZOB65TaZm/ffIySPDxwxuoCYkijnhlVe7brMpcq9KBLHCtvGf98nRe3eL4xQEWnMWY7TYWbIXZ4Nps5vEBD2kZjuyupchuzjTjUTYx9bNVua3K1ykxTs8/z+L1NzNWpKS5dbq5dXOCrZW/9CWRDt+3D37wg6wFqmBiNNspBLRDTiIU5senxgTgU9OpivShMrisAVCA1pSSsq+pgbIyJour2DI5sGIcGBrSDhSb56+wHIoTiqc0Gz7I1BXkavaSqTSxZJpylxVjOoVsMGT0jGpaMAdc/+jUmMiI61wTZFnGH0loshD9+Kr/ak4w3UJTWzk6sLrk5MwZAQjV7A+ZIk2zwQDl5RTNTiLL4mCmRuJqTWRUgKqT9fijCWpnR8X7reGMYjcbCaZkkZWYnWXOH8VhMTKxHNG6zenD1NNNGonCvTs519BGRe/5rEPl2FJopX5fluEf/kHYiuaOzcmTAhDnzi24OnOt2lWWlGQO3HlkIaoF3w0bhZRD1RkX/uxfRBvrfMWtanfGteInP+HETW/HIIl54LAKj111/VOZ64Eyhc3V3R/VcePkSKY4rH8uwEdOPULhyZfh3ntpdIn5nctEZo0FrGCuv3d0GDtpJKOBjUqtw09fGSeguIXkjmlLuYulUJzwiJK1ue8+oSdub0d+RRwIVdBS4zDywDPfZd33v5V9LSq4XoO5NiTiGKxKZ1iHmajJSiwYJpFKc3kmwNa5EXrL1xFT57Y6/rngei6A1WSgvsRBU5l4n9HF0No2fLCyCRcZzXUWuFZB9GoFjfoiu5074cIFPOEEgViShtJskLxWZIFrHXOdTsssBGMCXFsFcz3liTAfiGJVtMNmp0NkYLdsAYuF9NlzgJDthOIpraYnmUrz/hd+zJaxXm7pP5HtSJYvVGmkQo7kWvGJN8+A4zlflLmCElJmC5VLM1mFhLmhMdf2DMh1WkzEkuksidZSKEap00JiQpEv5mqulXkeiSdxmLPBdYa5ztzPaDKFJZUgbbFm/a465tZk/HVf0PhuYBx4TpKkc5Ik/VSSpP+T898P/p2u879UHDlyhCNHjmR9r8RpYUvXCbEx/PEfa9rn1VKCg/MBkhUV+D/9WS7UbBQbmh5c63yuIQMG/uX0OM++oixWOuY6YHVwVyqJff21mTdRHqyYyZJt1dTSAiMjpNIy4XiKxrEMI7N5/koGXCvyArZvF+nVv/s7Ji4NsWR3ZzPXjaKgqnd8JbjWxuq1FjR6PJjnZhkoa6DEZYN3v1tc32BXRnM9MCCAR0mJ0K4p4HpgLsDbv9fBby/O8OFDzdQU2akIiDSrr7Rq5f1bpaBRlZ9kgWuFLW/yzqwoagzHk8xdGsBTWsXbdtRkZCGyrLEup654aCl30lLuotAumGuAI9dfz5EjRzQWoLJALWhMCj1+OMzYNW9gokg5HOg2rLqZUQCi6zeJsbjtNrh0iei8+MyOeIRCz8JK5lq5D70j83zu0W7h86wy1wUFhKrruB2JO9+eGavGuMIq1tQQS6boqlxP45U8JkGvvKL9b9uc0F3nauxU6VMknA0W1IW1otCGSU4hG3Xjb7FwBDjyxjfqfj/JzztFJmHWF9WYx0giRTItC1lIziE1qJeFpNPQ10fE5sAZ8mfcBHLjzBlx0NQVLkWTKawmA3fe+XaO3HADrqU5rIlYVtYgnkprTWQ0txA9SFXtwBSAH02IzbViejRLX50vtKY1VVXIs7PM+qLcvrMWq8lAuGb3inXKfrmX0eJqisqL6G/dgSUa0d4/kUpzyzeOc+2XX+ALj/dkOvkNDwsHnPn5TLZIjZdeEoWWOTpOYFVwfWTLFnFdZrMA03pmK48s5OjAPFWFNjZViUZFbruZCqeZioudmWvQR0zpIroWc63ErC9KeYGVO+98Oze8UWTAPJr1mVgPxktqSJpMWeBa9Yo+NZIpCJ0ZGOeO3mOwZw9cuIDtgS9iMRlWtcnMx1yPLYX47cVptla5eLvFwjvuvJO37azh+cvzxNWuiLnMdYVYQ/zDo2LM1Q60Bw5gmJ6myr+ogWvzubM4EjEKxnK04LngWl3D9eA6mcBgs3LkyBHufsedxExmksEwg3NBEskk2xav0FPZnJk3DodgiHPB9XyQ1goXRoNEucuK02JkdCnMlFfsUWtqrlcw1wIoHjl8ODPX84HrXOZaBXw7dkB3N+NzIhP4mphrl1VkN3JkIZ5wnERK5sY33sLby8pwpQVzPeePYUmJuWArcAr9tMUC27ZhuiAKw9UumuoB13+pj7svPgvA/omeq8tCcsF1JMIro8t84OFOvvlEN0eAS8kGbX2a8UWRJQPxunrK5qcIxVOrNmTxhOM4LUZtLQM905xZ75ZDca5fX8Ybi5KkkTju18HMVQoa1T1Z87nOYa4tqQSyNQdcK3PUloy/vq34gD8G2gAJ2AncrXwv97//z4fb7cado/0qdVooXFQs0nbupHdaPKwLq6Rx+mcDrK8s0IoDvOFEFrhWJ62qCVXBQNeEF2c8ItJhlswJ0mN2UJOMsRzWWRhp4Nqc3SK3uRkmJggGxCJYN9ILRUXIksTm+StE1QdFTVNv3679qdpBq07RXBONUu22U19ip39MYXF0mmttrPQFjaptUR7m+tjAAt95cQjPK2KxGShrEG4hlZWwcSOtl89nCjwHBjKMWWsr8tAQ335hkFu/eZyJ5TDffOcuPvEH4uelHsF+LReVrbx/q1jxZRwldJprhSVr9KwE1999cZhSzzyVba1UFFiZtLjEa/r92sYwH4gK1h8wGw3EXQpgSKVwu90ZWYhbp7l+4gmw2ejfvJfxPOC6cnKYWVcJPgWoc+gQyDJSh0jLNXmUeZkLrpXFanFBMMyLwXhWIdBiYyu7PFM0VWdsy+qjSvFldTWzvigXqtbjnp3MbvMOAog6HCTLytkyP8JyOE4ontS0nwB2i4HdU31UNNXAT3+qfT+gOKZUFAhZSNqoYzcsFtyAW7fQ/vr8FIFoktt21BBPpTXXHn3mwZnDiIRiSQySUjg8OgrhMJf2KS2bdfKMzEUFBLjSSUIAovEUNrNRzCmF7W/wzmouLSBAqyXXLUSdOqmUeD+zWVxHMKiBsZLx4TUlIWIMjUL3XVVFamaWWDJNS7mTw5sreW44iMOV3TnTPdRHf0UThTYzY1sUbezx44DwGA7FUzSXO/mX02O84asvCueRU6cyL6D8LiDueW+vmG/5IlcWIssQi+EuKMg8f2Vl2eC6oEAAOl1momvcy751JVme39enl3AGlLmYC64nJsR7vRpw7Y9SVWjD7XZTWykyBFpHPAXINFYViYYfCriWZZlJRe99cnhJO8xteOxfBXj68Y/hAx+Ar3yFN8xdzmuTGYmnSKkyOh1z/c8do5iMBrZVOXGbTLjdbu7cXYcsQ8K4CrhWmPz46LiQvanjpMzVHTMDmS54R48CULwwnX3wGR8X67YKzA0GsT7owLUxkcBkteB2u2mtqyBmtJAKR+iZ9lHnm8cWDdNb0cyVRV3GJI8d38BsgI2VYl5KkkRTmZMriyGmPFdhrvOAa5W5dtvtmTm1GnMdj4v1WO0ICgJcx+N4zgsi6bWA6zKFuZZzmOs5vxjXdTUVFDmdFJJSwHWGuba57JnaoT17sHeLzpaNyvurBzzzl75Iwmhm4o23sWu6n2XPVVxyRkbE/qoW+UciPNI5wbH+BeRIBDfQuZDi6R7hOKUVtq5bR7FSKB9epQ7GF05kOYVAhvzTg+GlYJxSp5WDzgSegmI+85iuNiGnQ6MKrtU9WWWyg3rmOpHGmoyvBNfKmNsTMa226L9SvBafa8Or+M949Vd6/Ud3dzfd3dnWTKUuK86YWBw8koVpBczO5wHXsiwzOBdkY2WBpl/yRhKaxVd5yItNbX+ew7hdmPDiSERJ2h1ZDNqS2U434B28kNFnKxtb3Ghmxp8DrmWZyJBY9MoHe+HAAZLrWti0MJrNXFdWZnnCqptKfbEji5na11TC4NRK5lobK70sRP2dHOZalmU+/1g3X326n699/dcADJY1ahZwHDxIXe85Esmk+Iw6cJ1Y14w0Pc13fnuRN7ZV8ewnDvG2HTWZNuHLcwQtdpaMtqz75w3HGfAoY3M1WYjHAwsLpCwWGr0zxHSWa9FEigdfGqY+uEjxplbKCqwsqi4O8/PaxjDnj2pOIADpQvE73efP093dTTCWxGyUKFEWsVAsKZwkbrqJxZSBsN2FXFKStWGVjA4yUNaYkQTt3w9mMxYFXLeFFc1nLrg2mcBkYnlJMIVLwViGuQama5uJLk0w0ntJ+5PqkLjHycoqpr1RLlYrr6ljqrWvd+8mtWs3bXPDeEJxwrGUxlYD2M0mbu89iiEYEMVXzz2nfOaM17cxnULWzxurlW7Q7p8syzx8cpS2mkJu3SYOHmqWRgWpQnOtLtringWiovW5JEkaYzx4k9Ib61Lm82px9qwAbLpiRhALv91sFHNK+V6jd5aIbrPJtuIT39OY68FB8RyoRbm9vfgiCUrCPmw+z9XBtdkourpWViLPiA2zstDG7TtrmB0d4EdP6MBwKETR9Dij1S2isLKmhtmyGnj5ZSDj83v/W7dw/FM30VTqFJvwqVNiTlRUZANZFWi/4Q35Ly6XuVZcXl6cmONkp9LJ77OfhY99LPM7agt0RRqyHIoz7YuyrbYw66UPzolsm7xz50pwrQBIzbVijZj3x6gsFGvC8oRg/VRXhIVAjCKHmYYSB8PljRq49kUSBGNJWitcLAZjDC8ESUWivOnYrxjec73INnzta7BuHV/81VeILa9sInbXP3Zw9OJEZpwU5vrSpI9d9UU4jJI2z9tqCtlYWUDCmF++VlfsEIe3qansFPzOnchmM7tmMv7B6tgY5TSRPl19geoUom9a5HBkrdHGVBKzTYzV4OU+0lYb6UiEnmk/mwNi7o2U1Gb5VueCa18kwaw/yvrKzKGvqczJ6JKQhbjt5qwaj6zIA67VjEl3b29mT14NXIM4EPp82eAaSJ4T8/G1MtexZJp0jjPJnJKt9s+M0J1OU0CCKU+EuUB0JXMNsHs3Zp+XOv88jaUquI5DdzeuXz/CP++5Df9tR7AnY1gvdrFmDA+L+6g+R9Eos/4Ym6oLuO9gI92AOeXll+eEtHROWSvN61spnBHfW00a4gnHKXZmu0I5ckiLaCJFMJak1GXBNCssW1XWXrxRhrmOKj7XkMFUBqUpmnbwUF7TmkpmO4WAjrmOve6Z6//wkCTpzZIk9UuSNCRJ0mf+s69Hjc7OTjqV5hlqlDgtOOMR0nYHPXPi4baYDHmZ61l/lEAsyYZKl3YS9IbjYLcTcxasylzP+qLMB2I44lES9uxFYMlgpxOQpy4LnTdkyUJmfTogqxSaJAYGsSbjuK8MwJ49pLZuZdPCFc0BgYsXs1hrEOlQg6T4MOuYqQPrSoiEFJCq87nWxkovCwGxSOb4bfbO+BldCvNnN7bwFmmZoMWOr7w6Y/N26BC2oJ+NC2MEFr0ivbdhA95wnG8rWc0vbrPz7XfuotSV/SC6FueYdZXijSSz7t8PXr7Cfb9QZA05zHWuXZvKWs/vvhZHIkZiKlM8F4wlcQR9WOJRaGigzGVlyaEwKfPz4PMhF7pZCMS0YkUAisVm0dnVRWdnJ0EF9KmboWl4SMhdbrmF5VCcYocFSb9hpdMUXBlisKwBn6rttNth/35cp4UTxPawovtuXWkpJdvtBBR7KI83KMZA2ShGK5u4kE5x9qmntN8vCy4TM5pYtrqY8UW4VNUqNNFqsZ86jufOwf79mHbvonVpAq8nqPjt6gsaDRwePIP/ukMCkBw5AmfPal7fFQVWjHKatCGbue5UxguE5nVgLsh725uoUqr61SyNunkV6jbskE5zrd1XBTSF9u5nqqCcVFceJxj18+3LNk1SU5udnZ10Ks0ZGryzWTryLLeQ3IJGVW+tyJ7o6cEfTdC6pACvVwGuAZJl5cLGU5apctu4YWMFxqUr/PSJo5lf7unBIMtMN4gDUYnTQlfjVgGuZTmrQ12V20ZzuUtkM06dEge2Q4eygexLL4m5pjZMyo1c5loB2t893ccD//xb8b33vz9zsIAV4LpHyQBurcnOFG4bucSCo4jgu94jmGrV1xrgV78Set+ctStfzPqjVBba6OzsZLxfHKo8uo54ZS4rVW4bPcX1Yr0KhzW99d17RXH0yZFllh/6MRUhD5Pv/ZB4YZcLfvhDqpdn2f7ib1a875WFEPNLirZcx1xfWQzRXO6CZJJOWaazsxNJknj77lriq4Bro0FiXZkT+/xMdsG21Up4yzbBXFuMYvxPnMC7SzDaU6d0QE1vw6eGw5HFXJtSSUx2a2b9tNsgEqF7yseBlJj7npoGrizlgOuJCe2ah+bFZ95QmZE0rit1MumJMLYcXp21VqV1ORljVRbSeeFCZk9eTRYCmX4TKrjeuBGsViyXLlJeYF1hDbdWqNakstcnMi5KLCj779RAN52xGM60sB6c98coRPH6L3QST6aFladS1Ng2O5wtC7n/fpJOF/9w4E44eBCAyvNXKUAeHhZjrpNezvlEdoZYjE6gxuLlxNAis74oM/4oJU4LppZmrH4vBbHQqkWNnnAiS28NaJlIdV1Vs4YlTgtMT2OoE4e9ftUaNKegUR1v/Z5caDdrDXVArLHWZDzbUhgyzHUytrYt539SvGZwLUmSU5Kkw5Ik3StJUuXV/+LfFpIkGYHvAG8BtgDvlCRpy9p/9Z8XpU4LrniEpNOlbQgH1pUIq56c6FeqpddXFlBgNWGQMgbtweIyqkLL2masL8TqmhBpUGciSsyaY/1jEA+6PRHTCkP04HohoJuACrhOD4+waf4KhmRS6AR37KDRM0vC5xdp2Z6ePOA6QrXbLq5Px0ztX1eKOfUqfa4B3vEOwcjquso9cWkGo0Hi/detoz0yg3X7Vh7/b9dr9mVq+nn/RDfxXgF0482t3P2PJ3kpLRbdu9zRlS2jAdvcDLMFpSs8RKe8EcKS8hisornWwL0CrhcO3Sy+Hs4UUEbiKWr9ijSivl4B19nMdcxVQFoWWmI1DAq4VjexkAL6LCYDFqOB5id+Kdik225jORSnxGnOZoPGxjBGwgyW1mennw8doqD3Io54hPW+GWZdJSLbkRMpixVzQtH3LSlpdmUjGihX0uo6DXKxd5EFZwkLoTgzvihhix15zx5RWKZGd7eYe/v2YdyzG3M6hflyr7Be0rFSZYM91AYWmLn1TnjqKZGSvuUWYtOCBasosGFKp1bIQgBtgf7JmQmKHWbetqMm0wrar4LrjGY+t3YhlAuu6+txV5ZyuaKJ9IU8spDTp0WtglqEp0QkkdI8rHG5SLoKaPDOrNBc57Y/15rIXLggNpxbbxWbR3e3YsP3KsG1sjnFyiswxGMUxkJUFdqwmAxsr3PTPe3PpGwVuctis0gZFzssnKreLObn4CDjy2EsRoN2+Ct1Wggu+8Q1XnONeP7GxjJA9tgxuPbaLHlaVuQy18rzlZSMXJjw5u8Eq4JrRXfdPSX+bcsB17U9Z+ms28KVtj3iGyro9/vh+eeFu1GedUAf0UQKXyShNWxSnWz0spAyl4WqQhsX3LUC4PX1aXrr9pYyqt02Tg0tYvnONxkqqcN9u+6gcN11+AuKqR3py3rfeDJNKJ7C7wuJg6nRCEYjqUSSpVCcdWUOQUbobATf297El+7elTWO+mguc+BeXljhhuTbvotts0M4DIhsUiSC9GFxAPB16bKvVwHX8VgCo5zGYs+QFka7HSkWo3fGT1t4AZxOXI31K5lrWdbmTP+sOMhvyGGuU2mZs6PL1BbZxDx985szBYgg1onvvWgAACAASURBVJNE4lUVNI6NK2RCPuZarRlQGX6zGdraKB7qe02sNWQya8aF+Sxp05yy/hTYzWA240gl8EUSjCyGKDamQZJwOcWcC0STsG0baYORrXPDNKoFlV1d8Oij9N/7QXz2Agrra5isbqKx5+zaFzUyItYpnWnAjC8i5riCB7avKyctw2NdUxngrRAvTcvTq9rxxbx+tiyOZh24NLldPBtclzotMDWFo1G4z6gOMbkdGvMdZgpsJm3tBtWKL4G0GnOdiL++ZSEAkiR9BJgCngEeRmiwkSSpXJKkqCRJH/w9Xtt+YEiW5RFZluPAT4Hbf4+v/3uNEpcFVzxMwuGkZ9pPjdvGxsoC5v2xFZZYg3OZBUa1NVIrygNFpVSEM01FCnSg4OKkF5NBwpmMErVkn+JmERPPlohlihejUZKSAbPVTFomA/SrqsBmQ7pyhW1zSgHEnj0Yd+7AgIxzsE+wpdEobNuW9T6Tnojme6xnpppKHZRalem0is/14FKEX59XnE4++EHx84ceAkR6/3cXZ7i2uVSwzj09mLdvEyyOGo2NRKpr2T/RQ1IBuoPuagbmgrz/vQrgXaUNunl5iUVn0YrK/YWAaOkLrK65tumYa5MJ73UiDS4NZSzoIokUNSq4bmigzGVhUc9ce72EHWJDqSzQbVAlSnc9nVuICvqKDCl2PvlzeNvboKEBTyghGIHmZqHPTaU01nWgrHEFuDYkk+ya7qducYrR4hqNkdNHzGTBmoxjNxsJLSn2fspG1O2uEy2OdWndguV55lwlLAbjTHsjFDnMGP7oj+D8eU1eoUlE9u/X/I8L+ntWaK7LXnyaNBKT190kNqcf/ADm5zGfExtIidOCUU6La1BDXWBTKZKpNC8NLPAHWyqxmY2UuawYDZLI0sgyAb/Y5Att5hXgOhhLZlLlPT3Q1kap08rl8iZMg/0rC/HOnFkhCQGx8GsbhCQRb1xHo3dG0y3KsrAatK7W/ryrSzgG2Gzi354e/JEkrYsTpB2OjDXaKqEy19ESYadVHvJQociO2moLiSfTmcZSFy8SsdiJ1TVo43u8SimYPHqUieUwdcV27QBQ6rJQM9InnlMVXIOQg3i9AnSvpreGVcG1bDISTabzW9SpDKAKrqd91BXbcevsv5iawj45zit1bVwsqheASwXXTzwh3ienkDNfqCBIPUyoWRW9LKS8wEaV28agzjFkwhOmJOyj5WcP8dWjD/K++9+Pu/cSD+19W5bcAUliet0mmsazi0DV51SOxzMHE5OJuJKxWVfmWkFG2MxG3ry7MWsc9bHVksCSSpCsqsn6/vKWnbjiEYrHhuHFF0GSKLzzduYLSklfVlxWYjFBcqwBrr0+JRvryOw7RqcDKRoVRfHL09DayrpyVza4bmkR/ypryMBcAIfFmFW02KRIIULxlGCuv/AFYSXYqyuUztP6XB03QFfEAI+fFHtAWk8mqMy1Cq71Ov8dO2gY62dHOn+H39WizGWlLORBSqezwXUgSrHDLAgosxlrStyvrnEPRYY02GwUKhlrfzQBNhsLja3smBvSJIP1P3sY7HY6b7tXfGyHmdEte9g4fDGvxz/AyfNXRMOelpaME1QwhD+aFHNceRbLipzsbijil+cmmfGJdvPqIb51aSK7KUw4LOwu6+p48nO38Dd/fY9wS/ra1yAc1tyf1GZlap1CmQVYWMDaWE9FgXUFc51Ky8ST6UwtgC4Ec53ZqyIquLbnZ67/q8pCVhE3rQxJku5EMMmPAb8Bvq/+TJblBUmSnkKA3wd/T9dWC+jNhCeBlbubLoLBIB0d2U0RampqaGpqIpVKcfr0ypRKfX099fX1xOPxFVIPgKamJmpqaohEIpw/L3RZg0pqqaOjg5aWFiorK7HKcUb987xkgI6OE1S77fjHlgn6EqICNxbWNGEvvDSIbdnL5QvFbNq0iSKHhZn5BTo6OhiUjBR454gpn6N5g9j8ZmbneO5kFxWxJGNhDwsmA3UdHWzfvh27w8lIJEY5EPfO8PKJE1RE6kgODbPFaGZ7XREdFwd56vljbKxSmKHKShYvnGdTzEmqpIRpSWI8lUQCJo49TYdHLLwH2towAqOjo0xPT9PX1cnWWjcdHTL4/bQrD+zIyAjm2CwdgDw1hQQYL13SmKj+WIyf9I7y+A8epfJdIg1m2b2bvf/0T/CpT/Gb451cvnCWG97QTMcTT8D8PDa3G6Xkip6eHnw+H57WDUivvELni8/jAfrs5YAPqyFAh9sNJ06AMnZut5s2pWr6vMfDxbIKJjtPU+4V96+vr4+FQIy40UQnEO/r0/4WYHhIHIJcVhOnT58m1dEBNTVc8HlAMmA9fxZ1Se3o6CA5fokOgNlZQoEw8wmxeafm5ji9tMSML0B0so+ZARMdvhHq6+uxFbsJSxKDk5MwOMiVVJxkUqajw8SN55/A6fcQ+dCHON/RwUjPORpKHHTIMiQStJw/T2VPD0HgQjzMhjOnqI0rj4zRSIsksX+iB8vMKE+XrmfD0ZcyzAiwadMmUgYTJCJUREYZvDAvrn96Gjo6mAyEWKysw37pkvZcJSbGeMVYSPzECcZjxVS77czddBPDRqPo5vnRj8JvfgOFheyqqsJuszFssTHf+RKLiSIWTRV0dIhx3fbU7zhbu5mRUBh7R4fWOe1iTzdRfzkO8yGspLkiywTU+zI4yCDA6CgXJn34Igk22MPa9TmWh7j48iSnP/NOrg/FkY78LQuTVxjze4hO9nHxbJiO9BQTA33Ub9gKqRR9PT14Nm1i8vJ5XjSa2ZVMYvv1r9l9zz1i7r34Ir7JSVF7oLyP0+lkx44dRBMporMjDKbEnDpRWIh3/DKLvb3cuLGCVFomOjPExOUgHa4lRhdDRCf7GB0ugLYq6Oqic88e4h0d4vXPnqXzzCk2zQ2RXr8Bg8Eg5l7OhlpZWUlLS4soaJzs43hBmirAOd3N2TOnqampoarQhiyn+d2zR0m0VcHx44wUVRCeuszERC0lTgtD7kpeqq3D9K1v0XX4I7jtFjo6LDQ1NVHqsrJ5rFvMCYNBAF6XCx55hBagUpYJ7tvHxZw1F2D9+vWU22z4IxG6lZ/7RycoBGy2JAXGJL88N8l19TYu6/yjVYZz68wMhcD5/jEqZE/2uv7cc2wHLq3bSmBonOa2NgHGOjrgn/4JiovZtXMndmB6eprR0dEV17d3715mfVGS/gXmhy4wpazpxgUfl856SN3YwmIwjjG0wOLwDJfDPl42mTA88wyXy6f47cNfx+6bp9Th4rS9mOd23MBTjc3cevYMRqORA8pB7FxlLXWXzrB47JhWOD0XVIrVUkm6DQYxtz0ewgGxPoSn3QJASRJTU1OZz64c/p1jY6iu4hcuXCAUCpG+fIoOYHFxmZaeHm3dO26x4Qc8v/kFiyeOQUsLxfPzUNuEa3SYzs5O4qo8LxaDjg7KysrYsGEDOBycnpkh1dHBxMQC9cCIZ4H5+VIqKiqwOB1ciIWJTvbRP9rPlfXrkWf7GR8PEU2kMBvgtCKV4tlnwWxm5LGjtJU0YDBI2p7rDceJTgp233BumOlf/5oaIDIxwXmVoFHv4fw8LXNzVFZWEgwGGZwZowMYHB2FZJKOjg7Cy4Lk6JjyYvB3ZP/9qVNsAkpqalheXuby5csktmyByMPccN9b6Xj+bWx94AEKt2xhYWFB2+v1sX37dlwuF3LYi3nkrHg+/H5tbZhaTFNRYMPj8bAYjXI26Cc62UcUmPDOEbdYKLCZSPoXOP7yCeYqC+grqaC25xznz5yiKBGi9fnHGb3lFs70XyY5PcXFs0UcK6/AEA3RfvEi7NrF8PAwc0rmN5pI8sDXHuPLwIHmZjCbGZAkrvReJmqy472SoGNoiCvAOpOJt2+r49PffxLiQco2V9Ix34hsNGIdv6hJPHp6evAdPQqPP4587bX8pGwrW3Zs5KNTPfDJT3LhgQcYu++TRCetnD2TxOEtp2tKZM3LQ17OAdFwmBLpCqdODtJRG6LY62VzIkEkkSI2M8jMQJgOx6I2zgMDAxTazEx5I9q6131hmnjYRyJqpXZ4mBblwNah/I1/dpgLZ0/j8Jb9u+A9fah4LxgMcjFf4bsuXgtz/VfAi7IsH0EA7NzoBLa+hte7WuTL6a04nkiS9EFJkjolSer06tpI/0dHkcOCPREnYrYy5Y2yrsypFSvO57SanVwOU1+SObm7dSe1gLOQonDmBG03GzFIIn00vBBifUUBjlScsCmTivVFEvgt4hTnkpOahVQkFCFmsrCrXpz2szwya2qwzM+wdW6Y5M7dIElI1dWETVYKJ8cEA2wwZKWlE8k0S6G4pjXDYsnSVDYUKqdxta5VBwhSyRRxGaa90cyp9MgRwWg8/zzH+hcwGoSURtNiq00IdJHcuoPiaBDX2TNQVUWfN4HTYhQdDevqYHIy3+2BcBjZZs3Y+CmxEIhpVfhyjndyOC5S/pr10Pi4aFFvMTHvKsY4mTn7xZNpykJe0iYzFBXhsBiRLBYizkJNcxgwi5N3iTNz74qcVgJWV8aTPK4Y68sybzv7JFN1LVrBmD+apMBmzrAkSkt0uaqKsNWRbebvdLK0biM3D5/B5vUwU1iW17UgIJkpNcsU2c0kAgrjpLAenlAcT2OLGFOFSTQtL+GxF+KLJJjxRahx24TjwzXXCICTSkFfn5g3kgQGAzO1zZTPThBNprCZlbGcncXa282z6w9kNP4Ki5dU5pTLasKKTErfZU+XBj7WP49Bgr2KFSRApRXe/PDfQ1cXJYO9vGHkLC6rCZvZiCShFRpG4kqGYHhYgJbmZtwOC6PFio+4PgOiFjhuWalKy5KFAHJtLeUhDzGFhVTTlSaFuZY0zTWCLZydzTjeNDfD4iJxr48GzwyGLVfv2aWy5lGXeMZr05naiiK7BYvJwIQnLFLzw8NcKarGpcicSpwWkCT8b7oFuruxjI5k1QOUuSzsmOknWVkNxcWCSd22TbDtJ08KsJijQc8KtVW9sg5cuCKAVnmxkx11Rbw0sMBCrlWpmvUKBglEE0x4IjSX53gPX7wIDgexrdsYXQqLorSJCTGWJ08KfapxJSOWG6pTQqkzk0kqsJrwR5NaYVaJ00Kpy0JKMhKurIFjx7jtu/8dC2k4fZrFox185s0f4+tbb6WqvGjFewSa12OSU6SGM9kfdQ0yp5KkVB21IgsxSIg0fa6MDjJzP7HyOa6OiwPrrCW78NNTWkXQbMPe2yPmsaLvjbWsp3puXBRlzwoZllpQr4XDoa3vwaCYV1ZbZu2yFjiwpBLYDDLm2Vmoq9OkWZrHemmpeK6//W24+WY+/H++xFe/9iGRuVQAr9tu1jJaW088nXl/fdv0PI3TIH8TGbUl9rOjOr90VSYxMSH+X6fdnt+8kz+/49PMHTws5G379uUvas4Jt91MWVTZq3Ve9AuBuJY9wmTCqNtXHKTAZhPrOBmXjemKBgqjIaSlJe4eehlrJAz33ksgKroSS5JEZLOAV4mjx1Zcy/HBRWG3CoK5liSw2YiGxH0rc1lExsNoBEnitu01mI0SqbQi4TCZSFbXUOedy9ZcKxmH0Mf/gl9sPcz8jW8ShecvvQQlJZT8/VcojAU1EwS17qfEp9y78nLqSxxMLIdFnYnJJMwUlOJ7qykfc23KYq7jyTTmVArJkl1Mqe5T1lSc5Cr2gf+Z8aqZa2Ab8Ok1fj4DVPzfXU5WTAL6nGgdsKKnryzLD6Kw5Xv37pXb29vzvpjRaGS1nwFYLJY1f26327Wf71RS3Q6d/U6xu5DrDQaC9mKstZt56x/swWEx8WD/aRYCMZrLS2lvbyedlll6ys/de+tpbxfsQpHDzFLQQXt7OzMNG7np1LNC66wsJE6riSshE6nyDdx6eDsHv2VgsLBcu56h+QDRklo+C1Rv2EFX9Sba2/cyay9ANlnY1VCEqaCU4nVbaG9XGmDs3Uui6wcQiyHvuVs70XXVtNLqXaLJ4xDFHopEoKmpCUNBBZZaHwev30773nqRRlROhy0tLdyxbSM1wOnyJpFiaG1l281CrmH8yEdpKizHVrcZa+1m2jdViIX+619HfvBBzu7/KDceOshbDh+AASUdeMcd2viqTMyUwUbt974OI4Nw+DBfnguwoapA3JNdu4QONPc+ptPsjsW4XN3EeP0WPnv3XQCYrTaWwyM0FNjZC/hKK3Hr/vY3sxcpmBP6vQN79wpm9c47Me2/lkhZIxsX5rXfXb9tD1XI7Kutw3r99QDUHI8RKCymYniYdiBSvx67azNvufkNGthyDw0Rsbn4THMLxs9+lpPfO0NzdSHt6RDMjvL9P/oMf+pwcOCaa0n8xsOOPa20r7eIRhFeL/T2UrBtGxWt2ylurqG9PXO+fWX7fvY9+jAActNOqjfsoH1nxk0gmkgxLhtpthrZsms/S9Ne2gH27SO67wDRx59ix53v4fZTL+CIRIQEIBTiVM16Yk1bWXhlgmuKbFRWVlJ5331w992wvCwOR+96V2ZD27idIy88xv3VG9myazPt7a1iswWeXX8N9xZX0N7erOlFwyVV2EybKXRYsZKm1mylXL0vZjM7Ae68k3cOLLCroZidWxVpQyzGNz/8STZNDGL4538m8MlP8f5zv2Xrls8jSRJlzwQpa62jvb0Nw7GIkIX09Ii2s3fcQXjHLv7yhSAHnv4mRp3XctvsrNgU3vOeFUU10USajS2b+awiQ0h+/yEKf/EzlmziuUkkZaxVrWzaIZ69ivkAthMxata1av7Se2+7TcxZjwe+9z1GYykOhTwamD+QR46iht1sxFa3mdbrNrAfGC0q1NaFe+75Q37hqSdeVEB7Ux0EAjx5zU6279lPfX09k/ElJKOZio/8Jfv+9WH+dLSXyCc+Ku4FUBpapGV2CPNNN1Cmjv8dd8CnPw3PPCOKZsvLade5CWWFzUYh0L5nDzgcPPrcOO3AjnvvYeTQm7ntH17h+HiUPz2oe15VGUwyyelpP0aHm9veuI/2jbqt5c/+DK69lnVVRbxyZZn297wHvvtdAYwiEdEuXpl7NTU11OglALqY98cwFZbzlsNv4LabxDV0P3Qem83EclgAjE3rW7hlWzWfOh5j3cbtrH/htwzXtPDVT32D/7V/P9fLMi1bF5jyRjh4fQvt7dm+5MWHbqb9H79MOJbAoYxhpG8OOjoxpxI0m60UtrdDVRWLhh7Wb9/Dgf17IZXibrcbPvGJrH0GszljlwfsUNwuoufOYwMGNh/Q1kqAypY2bLWbOfjyMaR4XDyXmzdzeetmin73UwptpWxTde633JKRcQA4HBwwGqG9nVjMQTswvWkTt/65UH8udJzjkJzijS2NXJdKwY034jr8Br53+QRXFkNsrCqg/brrRHfP/n7kDRv4RFeYdycmaPrhD7E89BDtH/sYfOUrbDknMz40yZFfHcV4113wyCPYvd7Mnqx2pG1v1w4BLpeL1ubNtAM777kHbroJh8PBgPwjAJ6dSnL/n14j1lr1M87MaK4oJSUltLe3c7R/nsCGGOs+/En2yj5RR/CHf0j5K69k1p08UV1dRXuhW6yZb3mL8PQGlo49z6Y6Gx9654dgeBj70BAFjVtIpGSuWzqJZd5Ooc2MqbCcxs27ad9ezXM7e2l/8l/AYKD83NNM1K+n6Y47cIXOUWcL0t7ezoS5jvqvfZHEi8cwf+LjtLS00NLSgizLfOmVlzlkNHIAiNY3YgM2OByY7AXY6jZz+MZDtHQ8w06HA+6+G4fDzC2H9vLEpVmuvXY77fvqie7cRW3HOV5R6kXa2tqELMTt5sqNb8Z27hjb1RqsgwfZ8dhjyLt28dWeoyx87D20tzfzku8yloErOBZmRdb58GEm4yU8u3SR+s07aawR8q1IKIq1ej3b9+ygfU9dFqYqvCyKutV1ryPQz36jkfW1tUi6+dl+rejp0VRYTuvWPbTvydQb/D7xXr5wuVxr/hxeG3Odusrv1wChNX7+WuMVYL0kSeskSbIA9wCPX+Vv/kPC4XBkL3hKFCQjzKTF6aqt1q0xvHo7vlm/0KipLXwBiuxmzUZt0amwcLpCvwKriTMK67Ojvgh7PILXkGEQloJxAlYHdkmi0ZBiRnEGiQXDxE1mNlcXYjUZVjiGmCNhzOkUpr17tG9fqWmhcnRwVacQQPNpznUDqLKLU2ivTzn5JpM4HA6sNjskk9SVuTBIcH7ck/n7974XHn2U4PgUt25XWMPubrEY6m2llLC1bclomTdsYECxNASE1dzExMrmNEo7XMnlxBOOa/dvORRHluFgm3if6YVszV0gmszY8I2NCXZ540YsJgOjxdXYxq5oHevCcaG5TtZlzoNlLgseV5Gm81sw2ChzWTVgDYq+zObE4g/gcAj22WUxwTe+QcBZyDO7DgMiOyHLUOy0CABiNAp2ta8P2tootJtWsPJDm3Zr/z9SXMtSMFur2TPtJ2ay4JZSlLkspPwK0+N0aoUphmuvE3P9hRfExgREyioZXwrjiySoVhw6uO02wQZ96lOCltX5Qfs2tOGMR2jwzmY6ND72GPLGjVwpqc0U/ynANRUOi4JOkwGzJJOUsgsaHUAqluLilI83bNABu498hC2XTvH/vPU+5Pe8h1NvuptDI2eRFH2+vlWvpm1XG4Ns3ozDYsJitbDQ0JrtdX3mjGBHc6vVEYWsNrNRm1Nmxe7QMioYH5W5zm0ik07LK1uHKy2Lm48/rV3T1ULVLAYcBSSMJmqiPu1nDoeDTXVlDM0HteYSo8U1FCsZtVKXWEPmLU68bz3CHb1HabJmtKuV/gWqg0vMbdmZeUNVYz00tLoFnxqqPj4WYzkUp29UMGvOwkK2NVWwo76IX5zNyTTpNNfdilY8yynE5xP35uBB9jaVMO2L8ksqBMv68MNi3bjpprWvS4lZfxS72Si6Myr3r9gh6l/U+pRylxWX1USBzcTxm+9E/tjHuPver+BqESSFJEkcaBZgV++AoYbU2krQYid5NlOIptZ9uKQ0UXVum0zIiQTrlHbgJJM4LJaV+4zFsrIeALDNzpA0GLiUznbbiMSTdFVvQIpGBZup3L+yPWJtnzrdlWkgoyuGTKdlkja7prkO+MW/dpddGyun24U1leS6pMJStrZq7cxH9Y4h998PP/4xS3/xaR7dcJDuzzwgGNH3vU9od++5h1a3mXu7nsQYCYvfdzgy3W0ho7le4RYi1hOHyaSNlTkWJo3EdEzXQVMtaIzHs/XWoDW9aShxCD3xj38sWt3fd1/ml2Ix+O1vs9vBA41Rr6gJqajQxm0+EKOy0CrGqaAASekFAeBMJ8Bq1fYVtWi+p6yJtGSABx9k/eQAT7ffBpIk7O/U59Vp5Ux9G+aOl7M6pXaOeeib8bM35WXZXsikgkGw24kFxfWqbiEOm00bp7v2iL1KvWfS5k2iXiSk2z97emDrVjwKk1ys97lua0P+m7/h9r5jlL0kbFSXQzFKnBYkZa+gpoYNSvOn/tmAJo2KKh7vap2DHlMV2s0EY0nNUSmaSGFLxVcWNOp8rpOv8/bnF4A35fuBJEkG4C4EIP69hCzLSeDPgaeBPuDnsiz3rP1X/zHR1dVFl7ox6sIZjxC02HHbzdS4bVQo4Fpvx3dFKfZoKcukOoscFm3BnVfBtZqqQxTURRNpHBYjrRUubLEIHsmiTT5POI4sGTjrdOJZntIKGhOhMDGjhcpCG9VuW3aXRp3kwrAvY6U1XtuCPRIUKbsccD2hgWtlAc8pWDIkxWfoXlZAXDJJV1cX//rEMQzpNOtr3GyqKuT8hE6+88EPIiWT3N39HG9qUxqkKAVm+ar9XXYzZ+oEMxNsamE5FM8UEalWczkWf2pK0VDgwhtOaPdPvS/XbhKgfm5xDXCttljeuBGL0cBYUQ3mgF90rkPIA6r9i8i6DarMZWXB7tbcNmaxZnlcgyIJsjo5PzlJV1cXwWiSmsAC/PrXdNx4BI8s3j/L4shkEg0yXnhBLPZtbRRYzVneoAD9reL+yZLEVGkNS6HsTfnSpJeY0YxLTlDqtGCLK/PD5dLeb2l2lK6dO8V7KZroREUll6YEiKspUgCnzSaYa7VgSCcXiGwVRbFtcyNCxuD1wtGjSLffjtkoZZoWaOA6ohUgWuQ0KUm3TFksdAGPnzqPLJMNrh9/nME33cGPtxzGH03ywqEjxE1m+JZo9eyymQjFUsiynHEL6e4Wtm1KlqjUZWGitiUDrru7hdRgFfY4mhBSF3VOWTYKcG0bF9phtS2vxZjtFpJSwXVDQ4aJbGgAl4stp18QX78KcK1uToFYinlnMeXhDLju6urCGhhnxhclMjIKwHRBOW5lg1Q3Sk8oTu/t9+KKR9iqs42r6BWaw7H1unVg9+6MdGONYkZfOMHPLylp6liMp3tmMSrrQ5cy19+xu5bLswF6p3XPnQquAwF6pnxUFFgzMjQQ9yKdhuuv5137G7imuYTP/baf8N4DAnDceutKP9xVYtYvirkkSdLuX7HDwnIozqKyNpQplp7Vbhun6ray9D++wpLBSn1xBsQeXC8kAbmOJgBup5W+8nUYL2TsHb0KUKmwGYgo4Fo2GP5f9t47zo6rvvt/z8ydmdu370q7K2nVZckq7k0uwmDABR5MqPaTKIX2QAJ5AiQYAoEUAkkoKb8QSKgvWkISwJTQbMvG8oPlIsuWba1625W2795e5/fHOWfuzG17V5KNTPJ5vfyStdq9d3bumXM+53M+388Xp1iqkOtSid35fO06Y1l1Cxo5eZK5eBcHJv02m3S+xJMDUk3fskXYe4Cui8UzmXxiryDXfX2++/aNXcf53v4ZyilZaJ0QhCsSCbn3Kt4h1OAr03KtWr2aeNCkK2L5ixolfO3NBwbgs58V5Ppb3+IP/u7d/Obj38N5yU3CetTb6yfXSrlu0KFx97597r2yshnydpBo0OS7u+Vht9dOUiXanJrLYuia+1nz4hfDWzMA1AAAIABJREFU+94nCqy//GVxnatXCwHhi1/0/Wx/eorpWKdr4ZlM5SmVHfriQXGfZmagUGAgLq4zVC5IW4gi12KzP+4EON0/BN/7HjkryN0bxQZxxtO4pTtm84vBCzEnJyrrEfDlh44SCwa4rDTNsfZFbqQmwSDFVJqYinbN5dgtxzrAtnW9/PCd13LZkBgT5oYNQmxTBeyOI+a/Cy907R6+wmJAv+su9vcs40Wf+hAkEkwm824MH6YJXV2slkLi8GkPuU6LcarEAS+nigcDOA4kpBCSUTnX1eKGp0Nj4TwsaFwIuf574OWapv0poM6ldE3T1gL/hkgO+dtzeXGO4/zAcZw1juOsdBznz8/la58NGpHrcDZN0gqzoT+Opmm0h01MQ/PF8SlyPeQj1yaJbJFiqcypkJw8vORaEo0LB9owdA0zmyFl2m5cjfJSP2EHGZk6zVQqT7ZQopjOULIsgqbBorZgbZdGYC4UE+RC4sSyNZXvqUoKOTwhorrcLNJgUPj/1K5RegEPpeRAL5XYvXs3//7TBzHKZZb1trFlaTu7j824G4PS6jU8svIi3vrod+nMJsQDrch1HdgBg0eHxHUd6xKT5Npqcl2dGCJzTwOxGNPpfA25XtwVoazpTEz5u1/5spAVafQo1973yqXSLEpOonkq7rujNqeDFQ/kCWy3rblCuyTXeybGeeyxx0nlS6we3g3lMk9df0v9/FAQn5/KXl6/XvrUqvzkwTaO9C1DW7KEaFu0Rrnec3KWcjCEWcjTFbUJF6Ri4VGuTx9+lt2Dg6Jy/7HHAHAWi8YAQEW5BmGbAEESvf7N9Rso6Abrxw7Rlk3BBz8oPKWveAUh06hRrp1Mxm36YlGm4CXXts1u4P69++iMWGwckIRmfBwmJ8lvFCrwqdkso1aUBy55MXzpSzAzQ8QOkMgVyRRKlB2ZAlM11rqiNvsXrRAq/c9+Btu2iQX9D/6AesgWSoRMwx1TxrKlFHSDyElBrlUXz+qc65IjybVSrUFsJjdsIJ6YFmpYnVzyaqhmU0cn00yE2+lITLr/tnv3boqnxUZzalj8eSrW5Sph6s/JVJ49A2vZ27uC3q99wVXFYo8/Ss4wObDYU/tgWeLYXNoFGuFHe0+xa1Q8d3/8jUf41qMnWBIR92D3sWPs3r2bW6Xv84/+Yw//330H2HlwgiKaUBnn5nhqZJYLB9qE//UjH4E77hCWEMOAK67A0DU+/fqLCFsG34pIu9s8KSHlsuOmN43NZV0BxEuuZ9J5t26lOyaet0VtIU7NZV2Vc4kntu2Vmwf4ztuvYe0ifzdMEJvnvX0rCD79pOsLnk3n0TSRqJDBIJkrknF09HKJFR7lekHk+sQJUr2LOTSW9KVTpfMl9g/JTdoNN7hf14aGyAcsMa/VieF79Og0s7pJKSk+w6RUQK1wsLKRjIp7sHb8iPjMZIdh1RSmGj5yrfD7vw9f+AIDj+2kJzGF9m75nFWT60ZpIaaYn3fv318h17kseTvETRv6+K+9p0TDMW8sX5VyPZUq0BE2K5GvAB/+sBjfv/Eb8Ja3iJ8JBis52RK9iSlORys2nTFZQ9Abs8V9kuLLUFhcZ7AsSGLEEhG8ag1PZIucWik+pz1bX85JR4zLmXSB9pBSri0eXiLnqh3Cdz02l+WHT47yuov6iT/9BM/2DHFM+d1DIYqpjBs1STbLbvCNqQsWx906EH2DsKFFD8nfcXRUWNU2bHATdDqqOjRiWfz5q/4v0cnT8MEPMpnKixOxkRFhk9F1InZAdHA+nXTrBnKKXFt1yLX8fZXvWnVorNk0q7SQQs4VMc4nLKRD4zeBvwDej1CSAf4LeBp4FfAnjuP88Jxf4QsFpRJ2PkvKCrGhXxAqTdPoidqVpi4Ich00dXFMI6EentlMgVMhSRZ8yrX4982DbZDPYxQLpMyQuwCoXFYtGiEkEypGZ7OUMlkcSVgWt4X8yvVysRgdWLLGpxCfXupZ0KuU68MTSZZ0VqK6vMe+gDvpZ035ABaLOI7D3uMz6DhYtslFS9pJ5IocHBdEdsfwGB+47reIZhJioh0bE2pwA3INsGPLi3j4Jb/Go3KiWbMo6vud3MpwBalcW20xZjIFl9grct0TtSkHAkzNpnwtzRPZgl+5bm+Hnh7sgM7RKnK96Cffx3DK6NdudX++O2Zx0qwsuMfLpi/jGqRyHYyiZTKuhWDRyGHQdVJDK0lJ4qnIrju5eYs9168nFjR92aAgske/ectvwwc+QFfUdseLwp4Ts4TjEbRslq6oRbggP0ePch2xAxUF9atfBUD3KD/9XnJ9zTWiGUyVXaCtI8aBriXc/tQ93Pjyy4WS/PrXw5VXErKMSg6zaYKmUc5k3ZbzJmUKVbYQgPHpFNeu7q4siDK2y5TWitHZDHOZAvfc9Hqxufr854naBqlc0e12GjMc8bleWPGpd0cs9nbJyLOXvUwsqDt21C2udRzHbSLjwjAYbe8jdlIctatJv9KhUVyvls6I996yxf+ictyP9w40zo/2QL334Ykk45F2YjOTvn9XBYqpQ0cpRGOk7LA7hgKGTlvIZDqV59h0hv+88jaR8PPWt8KrXoX+xS/wTP9qxqtdCO99L/z5n/saZ1Rjx/A4QUm+Ht43yqNHp7lmqdxoygW2I2LxvpdfwFymwMf/ax9v/NwveMfXHseJxylOz3JgLMmF/XF429tEPNuDD4oNxyc+4SqRffEgf/PazfzTsq384qbXwK23NrymQqnMtr+5j5V3/YAtH/kxjx+bqRAPiY6wSSpfcomgKnZcHBcnf6pDrWuNA3RdY/OS2mJGEErf3r4VGOm0O1fMZAq0hUxiukPBCHBwLMlcvoxRLosYPhCbT73O8txEuS7195PIFX0npel8kWxHt+gp8L73Vb7fMJgdWEr78UOU65DrA2MJMgEbMjJ/P5GuvL+CUhKffFJ8LnIdGeqKcGTCb58AODkj1p+B6kYx27ej3X03/NEfwUteIr7W2ys2zAozM+K9q9VLszaKz85lKARD3La5n0S2yHd2jzBVNnDUOldFrmfS+VrSGAjAN74hBIPvf1+cmKxcWXMq2jk7zki4w11T1FrvzvPyfq2MaZiGhiVJoq5rRO2KlW8uU2D8ArHePnvb65hJ53EcR3ZFFK/RE7M50tFPsrvP7Wb7tYePUSw7/FY8iT4zw+PLN3N0qkKuy5l0ZYzncv5GbtVYJ044okekOKUscxde6Ma4dlQp1wCHVm7k0a03w+c/T2Im4WZce08I1vbFRNa1VK7TKb9y7YXqK6HWM5VzXUOuTRNH1wkW8+dlFN+Ccq4dx/kAcCnwaeCHiLzrvwcudxznT8/95b2AIAlc0gr5jgd7YnaNcj3UFfHtkt0ujZkCo2ZUeK98yrUYgJuXtLvvk7aCol01QnmK2gH0SAQ7p8h1BieTQZOT0aK2IKfnspXOcJEIT11wKbsuusH3a2ixOKPd/cK7WDXhHplIV44toTLRKd+1VK7XDgn/2f8bPs3x6Qyzafn7GwYXLRVHUI8fE0rE135xjIkV63D+8I/gK1+Bv/kb8b1NyHWhu4ev/tZdPJ0o0xE26VHHeUrVmJ31/4BUrq32OI6DW9ns+ipjNo5lYRQKPDNaOaJOZosuyWPfPlHgqWnYAZ3jbYvEZH3wIDgOG/718xzsHMR6+cvcn++O2kyEKsr10VJjW4ieyZCTqRndJw7DihUEo8KD7ThOJZw/WkWuBwagvZ140KzxXKdzJR6/4sXwpjfRHbV8tpCk3OBE26KQzdIdtYnkpXIdjbqnIVErIMZBe7vIr7ZtIosrlfF9bZ7fR9PEIvSZz/iuozNi8ujABfQnJpjbeoPIxP7618EwCFsBMiotRFa4k826Y950yhS99iCVKJLP+y0hz4j9fkwed5+azZLIFpleu0GkR3zmM0Sl51pVwy86fVyMWZ9ybfF4uxz3/SIdopGCnC+VKTsV9VhhpKuf9tHj7vdAxXOtyHX04LOCEFSTa0n0xwdryXw9KFvI4ck045EOgpPjvn/vjIjEkPLxE6R7hLLYFjJ9/z6VLnB8Ks2T198iSM3nPy88p9ddxzdetr3GTsRNN4mixgYolR1+fmCClUvFOPn86zbym9cM8dLVUuHzLPC/tXU5971nG4//8Ut414tX8197TzEbCJIYn6TsiNoVnnkG3vQmsWn+0Y/87dKBG9b2csttV/K6i36D4bn63eUAdh6c5Ohkmv+1ZYBXbO7nts39vOFy/xzXLonM/rEE7WHT/dwWtQWZSObck8fBjiqC2ABtIZOn+2QRloz2UmpkVCtTMAIcGEsyU3AwyiWW91RsIXXJtW03VK7NpcJDe8hjyUjnS2KM3HyziHr0oLRqDcsnT8JRP7l2HIcDY0mypo2Zy0K5TDop53gvuVYFy88843tGhrrCnJrL+hopgVCuw5bhpmj5cPPN8NGPVoSenp5a5bq9vdYqKG0h3rQQO58hb4fYuqqbzojFe7+1h4v/7KekZFpTrXJdh1yDqG350pfEtWmaEG+qyHVsapzRaKU5WXV2uiKTb9jUx7feejVGvtJpMB4SgkiuWCJXLHPoFa+He+4hc/GlFMsOE8k8uWLZvV9B0yAaNNm/5Wr46U9xCgX+7ZETXLemh/494hTz5ObL3dMVgkG0TKZyLbmcez11EY0y1tZD5zHZv0H1LbjwQve0RaWceBGxAzxw5cthbo4Ldz8o+lSMjPju85q+GAfHkxRlz4L7nx4lYhm+2jOFeEjMDyrdKlMoYRYLtRsrTYNwmFAh+8JqIqNp2uc1TbvC8/frNE3rcRznMcdx/sBxnFscx7nZcZx3Oo5TGxj43w2yXa9XuQboiQV9UXyiva0/Wkr5mGbSBVIlSLV31rWFbB5sd4li2gz6lOuOiAmRCGZOEKTRmSxaLoceFhPg4rageGA9C+X73/4pHrzptb5rCZo6v1h3pfAueiayctnhyKTYGLhooFz/5R1i2PznrqP82yPHMdTLBAKs6I4QDwZ4/PgMIzMZ7nl2jNdeOojxxx8QCulf/ZX43gsbpzrGggGS2SL7TiVY0xerdGQ0TfEAJhL+H5AbkpD0CKqQ/PFEjlhQxLQZlkWgXKwUW6bT9B474Feu14rOdlZAJx8wSfb1CzXqoYdYNPwUX778lRieaCFfl0ZgLhjxtz5HKdcRjEKerLyP7ccOwgUXELEDFMsOuWK59lhOkWtJDKu7WqnfUxUQdkUsny1k78lZHAfaOmOQydAVsQgVcpR10XlzKpXD0DVBHHW9cqS8eDHd0trSHbVro5Ta2yueXImOsMVfbPstrnrbFxj556/4CKWwhXgIUTAIuaw75k2n1hYCECiXuXa1hyw8/TREInStW4WmiZObuWyBmG2KJgj799OXnSORrZDrnmMHfPcQpC1EC+N84xuiLXgdxVpBRQhWk+tTPQN0nRLkWnkBrSpbSM9uWZ5yySW+n1XXMrNsJa0gKO//kYkU45EOAhPjPqKh6xoruiOYoyPMdQurTocnCrIzYjGVynFsKk3v4m5BYNNpQZi+/W0OX7K15sRjPjxxYobZTIF1ywS5HgjrfOi2DXQYcmNfRz3riFi888bV3LppMccKAU4eF8RqU6goEmjks9cI268eAuD+4fGG33P3EyPE7AAfffVGPvLKC/nk67Zw5Qp/x81O+XztP52seHAR86fjCLtEZ8SqNCCaB20hk+HupZQCZoVcZwq0hS2CTomiYXJgPMlMroThlFms5od6UXxQX7mem4NEAntIEOTTnvUm06ALHkB443qWT51Ez6R95Hp0NitOzCR5ziVTZNJy4+0lZ0EPaZOFvED9okYEue5vD9XtoFsDZQtRFhdFrquhTkk9Yz6Yy1IIii7C//qWK/nk6zbzJ7etJ2/LzUCV51r4mpuQTgVFrtU1ZbME52bcploAp+cqp6Hi+sTrRsoFIY5ls+4cFguKNt9KFAl3xGHbNldsUxs5L/Hvilo8vv4KmJnhyA93cHImw60bF8N998GKFYRXDrme63IwiJbLVU7J5yPXwIlFy+g5ITcQTz0lPoeeHqbT4rTF0Gs/u4hl8NiKzTh9fbx0zz0Vz7WHXK9dFKNYdhjPiTlzx95RXn3JYMV26YGrXEubYy5XwCwV69dShEIvSOV6O+Cd4e8FXvKcXs0LGZLQvfK6dazy7MZ6YrbbtahQKnNsqkr9xWsLyZPJl0h39LjJDAAre6Ks6IkItUQp12bQVZQmU3k6IzaEw2KiRDyYRj5HQJJr9YCdnvWol9mC2wFSIWQafOK2d8DXvub7+qm5LLliuaKsQH3lOhAgKFu7blkcZXQ2y2qV6W0Y6LrGlqUdPH5smm/sOo4DQj2ybfjnfxaEvqPD9e/VQ9QWRHL/6aSvjS4gjqrn/IWJakMS6hSTs+omJTqwiQdWty3adMcttix/+tN8+zNvZdv3vizu+cmTPnINMNu/VJDrT32KTCTGjy6+yfe23VGbyYg4xXAMg7QZrFGu41K5BigkUujlEtGjh2HdOnfiSeWKTCbzRCyjQuQU6ZNxbdUV1uBfWLuitnvSAYIAAXR0xiGbpT1sES1kKATDoGnSh2hVTlhkpCL9/UKZwFPMOA+6IjZpK8RovMdVWhXClkHaq3AFg2jZnEteTKdE3jtNSeWs09b9hW4yW9uSnRpPzWaZyxSFCnKpKNhdfexZUvmKLaTr2Sfd9seVa7UolBzmXnH7vN0RVfvu6qPN8b4lhNMJkVldrG8LGbz/J+J9ly3z/Wx5y0UkrBDjFzXtl+VC18VJymymwHSsU3SL8+YDA6v7YsQnTzHd3is6vHo+g46wxXgix8mZDEs7Q4JQeRbgrqjlGzet4P7hcWEfXy7j89T8oEhhg6NpTdP42Ks3UYrGSE9M0x42WXRKJlnMQ67720Os6Inw8wMTdf89Vyzxo72nuGnDorrZugrq2PvIZKpCkIA+ebT+2NFpXzHjfAiZBlgWE0tXueR6Np2nPWSiF/IYQZuDY0mm82VMp1x53mQTmRrUI9eyYDq8XBBkvy2kVPPMKcQ2b0BXrSM85Hr/mFhj1q0Qc/DTB06RSdVRrr1Koke5VutbdVHjSUmuW0Jvr1hP1ClkA3LtmLXKdTCfoRAW17CqN8arLhpk+zXLcZTvukq5nk7nfb0HGmL5crHOT02Jv8s1eiza6d7z04mse1oEVO6XSrDKZt37FgsGSGQLrrdYCTmKTKv71+45aeqO2jy0fAvoOuPf+jYAN6zpErnT11/Psq4wx6bSOI5DPmARLOR8nuumthDgVP9yFo0eEadqnnqU6XrWGYmwHSBR0ki98nZuPLiLgcy0+NyqlGuAkaSYe51CgV+/aqju66mTNSUWFTNy7NUh11o4TKh4fnqum93pCcCbKt/CdvO/B+64447aL0pyfdXmId+k2BuzmUzlKZbKHJ9KUyo7FV+dhNqpTiTz5EtlMt09PuX6zdet4HeuXSF2/Ipc2xXP9VQqT2/M5o7LLoMHH+TvwiaPHZvm1aW8S65V4dnobIaNg4Lw+Qr2JEKW4ZIGL9SDvnw+5do03Qf4dRctZvbCm7iqKwBf/bj79YuWtPN39+xnMpXnutU9leKgq6+GP/sz8WA2UTdiQZNdR6ZI5IpuzE/lH2MNletIZxuQ4aqbXsmLLujjB//ySGUBtSz6QgY7D05SLJUpj5zCAq7/3MdhRHrPFLmWRGl68VIG770bHn6Y/3frr6NF/ZumnpjFhFSuC7E4aJpoduOBoWsUYnHuAB69bCs//vYz6IU8rFvnEsxUruTz3rnXsnSp61FUFdbJfNHd+fuU66hFKl9yCffOg5Os6I4Q1oQtxNA12p0COTuEjYhU6opYlbGuCnn6+0VDAnAbRsyHWDCAoWuUyk6N4heyDL+dJRhE9yjXAcchr+k4jiPGv2VxB9C7ao3vdXjmGTeCbXFbkOPTaTKFkrgXF4smScuPPENq6ZBbhd6+5zGhonsmbaVWTiZzPvtEPahj76Cp8xrPnHBSFQU/+iiFlUKZNlVaiKbRnpmjd88u4TGtwngwxpXv+iYfuL71flxhyyBXLJPvkWT21Cno63M/u+Q9++mam+KxWBftYcunHHZGTO7dl6JUdljWGal57a6IzWRqsubrzXD/8DibBtuJtUviVnWydcftt/vzlD2I2AFWr+7n5GN72TTYjrZflvesWVP3+73Yuqqbf3vkBPliuUJuJB4YniCRLXLr5sV1f1bdq/3jggSVHZHOoKDGeiJX9Pmt54OmabSFTI4NraPv8QfAcZjJFIS6m8thhkMcGE8ylS1hOJ55t1jkjoEBUcTpRT1yLRtnhZYvwz6Q9kW/pvNFd32pubZ1nkxuL7mWraovWifI0Z7hUXIqns3yzAk7PM1M6ijXh+so195T3aaQ0XaMjQlSPTtbE8MHoMk15Q0XXYwuryuUy1AM1X7OZXmiVuhbhHqyla+50T3yQdX0HD4smuPITc3paCfj0jYzNpdzi2TvuOMOIRT9wz9UNpi5XMUWEjQZmckwJ+c/NW+rDZ6y93ivrSticSQbhMsuo+2Be9n87jfQe/SAIPw33MDSzjDZQpnxRA4zYGGVCj7l+o6lS2vHlAfjg8sJ5jIi0nbvXhGXiLBoNFL3o7bB6EyGU7e8ilWf/Uc2fUcKc54TghU9EQxd41iiwCXA5YNRnwjp5VTVBY0lRa7rRKESChEq5Sm8wKL4dgIf0DTtk5qmfVB+7XZN0z7Y5L8/fh6u+ZcO0zQxq49XlFpaVeTTE7NxHKEuq2OeauVaPUwqzSPX3esj15qmVY5jVPJFNOoqStNSuTa7uzGLRYZC8MTxGexiASsmJhS1e1VdyWYzBSaS+RolNWgarifZCzVRDs3nubYsl0TrpRJv3baWzQNScZDHnFuWtlN2hMLyxiv8nkfuugs+9rGa9/ciZgfc6MK11cp1PF5LruU9i3eJ60gUxGc4lshWCk9Mk6F4gPFEjnv3jVOcEcd9z77xd0RBC7gLfMDQMXSNyUVLxBG6pnHPjb9Wo2AKW4hYEHJhcZ3VthCAUrwNEyjPJlg5JXN/161zfcfJXJGpVF4UiihEoyJ7++abxe8W9E9IIBT6sHyNblmYNZnKkS+WefjwFFev6hKfYT4P5TLt5RwZS2zCpqTVyB3rF1wgCl42b3Y3JL6kkCbQdc0d49VH1GHL8Hszg0GMfM5DrkuUNEEeAcqajqbptAc8m6/ZWbHQycLLRfGgq77FggHxTK5bx8CBvRRKDtOpPHq5RGjP7pqIPeVp93UzbYBssaJce+eEkVUbKGsaPPyw6wU0Vc61Di86uAu9XBZ2FYlD40k+9J2neNFf34ej6Qx1tU7g3HGnTnvk3KGuaYOeRsfhCaI1BUmdEVvEAuJPwFDoioqY0FaVodl0gd3HZ7h+dXft5lv+aUYitfOnB9HuDlZYZT56+0aRZhEI+BKNGmHrqm4yhRKPKWuXB3fvGaE9bLJ1VXedn6zcK6+CqTaRAIvjlbE+2Nm6cg2CLBweXC1OFE6erCRA5PMEI0GOTqaZypUxvC3uS6X660wTcq0tWUJPzPbZEJsp197TgPSiisp4cDxJZ8Sib5HwyO89MEpO1c2YnjmhgXIdtQPiGTxdSV/KFkpMJPP+Auhm8JJraKhca7KgMVAuu/cqnM9QqNOHwolEmQlGmXYq9yOVL1EoOXRGWrSFQMV3LaNJT8W6GJvL8d0nRnjk6JS7ETNNE1PxAa9yLZ+LuLTyqQhVRSorthBx/zo819Yds5lM5kltezGrjj7LrYvNyibn+uvdZ/jYVJqUZhIs5H0FjWYo1PTZm14qN70//rEQpaQ9c1qettRD2BK1LMfXbOJYWx9Lv/lF8Q8e5doOGCzvjnDvQaH6v3KDv9+gd6zH7ACahrvpKDdRrgmHiRTzFIrnny2kmXL9LuBLwO8hVGsHuF3+1wgO8Ctf2Lhrl/BLXuZt/asIXR1yDYJIKnK9oopcx4Km6xMFKHT3iiYy5XJtUYtUYc32OJNJUVGs4m92ySO0FWaRx/IOVqmAFRPv1RWxMA3NfY/7h8cplR2uX+svcgmZjZVrO+BPOfF57qBGuaZUEvdqaorLoEKuB8Uk2Re3uXHdwpt6RoOVYVvTuKGeLUTes1i3eN/HH32EZeVRYQupUq774jZf+8VRrpyZY86OsP+9H2bdVZvhBz/wLUaWoTPRJ20Dr341I/FeQlVt7ttCJqlonLKukwpHMXTNT5AlnLZ2dgFPPbaLlZOypfratUSmBKFJ5SW5jjZWV6pzUx3H8SnXijRMJvOMzopGRltXdcO+ymcYL+VJm4qE57lgUdw/1p98EgyD3myRgK7VbBKboSNsMZHME67agISqNnNOMIgxV7GFGOUSJd0kLZu1zGQK7NUNTkyfxg2Ce/ZZ8ae0yCxuC/Ljp8WYVAsWl17Kou//EK5zODWXZfXkcfR0ytfsBirpEK1YIVzl2jJ890mPt3GsdxlDDz9M4fY3AZXTDkPXeMn+X5Dq6iUi7SojMxlu+uT96JrGrZsX85tXL3dPl1pBUJKnwIBU62QDKnVNq/NiXnhaj9eoT15SsbQOoVcWoOlUvibpph4ePDhB2YHr1vRAQpLAKlvIrqefhlOn/POnF/E4ZjopUiX27RMWqHm8ogBXruzC0DV+vn/C56XO5Ev89OnTvGJLv2vPqYa6Vxu3VBoveW1H8VDAHasLUa5BzAPPLBakpfToY8xlDZE1ns8TjoYolR2KSudSc36xyK5kEnbt8t+nJrYQ+vvpjY1WKdeNPdd0dJDv7MKZneOJrMVV8sv7TyeFqhgWFsN9R8ZZJDPKsazKWFfzfyTididUWN8f9+WXq3VnQbYQqCSGNCDXZTkuHj54kMCuXVx66aWE8lmmQ3XmplhMxOalCu4JokraWpByrXKgJbme7ejhkz8dJlsos25RjHe/VKwTu3btgsOHxdqnnoEaW0jR9RZAvgofAAAgAElEQVRXK9f1PNfdEYupdJ4HV13CTU6Zl53eK8j1smWwbBnL5M8cnUwT1U16irmKoJPNsiuVqh1THswNyU3Sv/2b+FOR61SBNb3104EilkEqX2IqVeCp9Tfwuw99U/xDlf1mbV+MuaIQRS4b8L+Wb/6USSpKKCrPo1wHp1MvrCYyjuMccRzneiAEDCEI9ruA5U3+a63E/QWOvXv3slfF1Cg0INe9bpfGLIcmUrSHTf/xPmLBjQdNt7NiqbdPFLQob5cXkija7W1MpnJkCqLSuCNssXd2lr3AkC4mV7uYJyzJta4LS4JSx+95doyOsMmWJR2+lw+ZBoWSU6NU1Us5cXeSDZRrikVxr2SSgzeC6/aLBnjXi9f4uhW2CkUke2N27aTYxBYS7xI54Qf2PcNju/eQypcqC6hpohcKvO7SJdw3PE5mcpqkFRbv9Y53CHLt8RtaAZ0jqy4UhO597xORbFXEUdM0OqMhUrEOEsEovTHbf/8k9M529gKHDgyzcvIE5e4e6OoibFU811OpvFtsVf+e+JXrXFEkWSjluqLI5njwwASahiAgasLKZIgVsyRkRf1USvgQfWM9EAB5zH33727ldZc19yR70RGxsAN6zecdsgI+z3XJsrGLhYpyXS5T1A0373simeMpTeO4N3JOjS+lXHvUMbVgcdllhKYmWJSY5PRcjs0jMre8SrlWamWjIr4v7TzCD56UnSrlpiAYMHz3KWwZ7B1cCw8/TKFY1aExl+O6w49x5OoXuRvnyWSeYtnhk6/bwideu2VBxFq9H0BoUC5mUrlW17QoKe7VqVh3zfOiFm7T0PwbZ3U/Is3vR7nsuJ1bQWzaY8EAW5a0N1Su9x48WDt/ehGPiw2y4wjlugVLCIjPevNgW43v+t59Y6TyJW7dVL8NOlTuVdA03OfYW9CoaZqrSC7Ecw2CXD/VPQSaRv6RR3EcXOU6Ik8WVYoCRWmRKpXYm0rV3qd6HRpPnIDubggG6Y0FfeQ6U2iiXAP6unWMxLt5VKr9juOwf0yRa3FtgWxGRKHJ93fHukoL8cTwKaxfHOfAeNIValS04UCr904lm8ynXMs5+enREfbu3SusZ4UMxXAtuT79rvfwkRvf7Eu/aZjfXA/xuGj4pJTrkyfBtulbtpi2kMnHf20T3/+9a920sL1797JXniq4yrXXFhISjb9mqzzXyo52ROZVe+1p3fIk/HOZLuaCUQYfvl+Qa1lwPtAeQtOEcj1HALtUqAg6uRx70+mmz57T28tcMCqahoErWAhbSP17FLEDpPNFJlM5vrPeE8NaRa7X9IkusiBEEy9868yPf8xQIeF6rh0Z0tBIuRae6/NPuW6WFvLrmqYNOY6TdxznGELF/oXjOEeb/ff8Xfp5hlaU6/FUQ7WvPWwyKnNAy6oBh8caUv0+4Y4Yk8m8mwDRFbHcyXAQMXkESwUCkYrKIro0ZiiWyty7b4xta3trqn9VwVy1en14IsVQd5ViM59yrRYKtav0VL9/4nVbamKwWoWKx6vXtKGhLSQYRAsEaA+JHFvlu3XJtVSEXisJ4/ToOAk7XEkLqYIV0Jls6xa+tC1bavOOJbpjFqM9A4y09TZU/gzZNc1Jp4UtZN1a+XtWPNeK7DaCii9SyrUirOEqojCRzPPggQk2DrSJyVItkNks4UKOOd2iWCozmyk0fb8LFsdrUjKaoTNs1V3khS2k4rkuWTZ2Ke+eThhOibKmu0R2IpGjqBvYmmfz9/TT4vOTRZ5eL7j7+UmVeNOp/Zyey3LxqX047e01MXsdHoW/GofGk3z47r387c+E/1xFJ1Z/7kHLYM/iNTA2hnFCFOS5BY333kOkkOXgVTe636/8gqpxzkKhyGBXX5dQEavmjYBU2EZj3TVHu2rTNdgRrpsEoJTrmjg+iU/9bD9bP3Yv//eboinT/cPjXLOyW2yiqm1j8xQ0uojFxEY9kxFe/xbJNcDW1T3sOTHjdpQD+N6eEbqjdk0ySCOoce8taISKta6efaYZ2kImY44Jvb0Uj4jx0B4W5DoqyXVZnVAqa8hC0kJOnnRbl/fGq20hRXeTXg+BP/0IX3rl/+HRo4JcTyTzzGYKoquep720WfZk0Suoz7dOVOX6/jilsuNaQ1TTqZqM60bwkutcToyheuRajqWytGgVC0XChRylSO06a117LQ8ObWE6VRkbKr+5JVsI+OP4ZCLGN95yFfe/dxuvvXRJ7TOk7lc2KzaLvrSQAGWnYtVUp2wBQycWDJAvlgmZhm+eVSdru04kOHbRVWjf+IawG8neAlZAp78txPGpNLOOQbCYqwg6LaSFRIMm+7sGxTgcHIT2dvLFMslcsaHnOmIHKJQcRmezHFs0hLNpk5iH4n5//Y0X9LJWWUQLhTqvhHjfW27hDY/c7Sr6TkbOPU3SQs7HgsZmsuEXoHLyCvw6/vSQ/4EX85DrsTlhC2lIrkMmI1K5rvZO+rBnD4TDmIMDTCRzlZ13xHK7UC0qZ9DLJRFf4zlKUV0aHz8+w0y6wI0X9NW8vDpi9h7Vl8oOx6cyfr81NFaujSoVpg65Phso4lWTFAKNbSGy6UR72CSdL7o+N69yTaHAYEeY69f0oCcSklzXn1AsQ3fJFchkjjpksztq86Hf/iifuPXt9MXqTA6A2SXzf9NpVk2ecAuNFNlSJxTVJx6+X7sqeF8pvWG7UtAIcHwqzePHZrh6pfSeeghQKJ9hzrAZS+RwHJraUBaKK1Z01iU3YcsgXSi5XeWKpoVdLLi2EL1UoqhXEkXGk4JcW54udDzzjCBgcqH1NgZxbSFbtuAYBptO7Wd0NsuW0f1ol19eY7syDZ32sFmXTP7dPQcoO7DvdIKZdL6iXJv+1wibBo/0iQKv+JO75evKgsbv3U3SCnFs81Xu96sYqUaWhfmgFt++tqCYO6rnjRMnyFs2s8FozRhSil0jwqjGwFQdD/p0Ks+/PHCIFd0R7t4zwvV/dS8js1lhCYGGUZ3zkmu1KD/zjJhbFkKuV3VTduChQ0KtH5vLcs+zY9y8cVHdzUM9KBLRE6tPrlsmiBLxoCnUya4uSrJjnyLXZihIf1uQgCXHqUe5brmJzIkTbvFYb8xmLlskWyhRKjtkC+WmyjUvehG5217Bo0enKZcd9o+JdWx1b8wl10uDEFCkv15aiKeYUWH9YvEZPj0qLEknpzNoWv2ak7qwLEGmx8Yatj4H0Ez/fSskBJkv11Gu1aZpyqtcL8QWArXkemCAsBVonEDjTQspFsVa6NpCxLWfnM6ga9Sk+Ig//euPtw4g8PKXVdZeT/fNJZ0hjk6lmS4bBMrlyphqIS0kbAU40ClPJKUlZCaj1P1Gnmtx3cen0nRFLLSPflQ0LKo6zbhwoI0P3i5jWBuR66kpKBbpKKSZy8qGb3n5edWzhYTDhAo5ii8wcp0CvDPu/6SFNEMiISbDkH/itQMGbSGTI5NpTs1la/zWCm1hy1Ud9cVNyPUDD8BVV9HRFmEuW3RtHp0e5bqnkK4c43kGpFCus/z0mdMEdI1r19QW9yiC6CWOIzOie2DNtddTri1LPFTSNwhUyPV8i2qLiEtyXVPMCI2Va7nx6AhbpHIl9157Pddq0XrD5UuJ5kQr+3o5nAC2qZPzPNANleuozRHH5mheb7iwBDvilNAITk3QmZlDk/YG9d6qKUA9v7b7awfrK9fKcx22hGf0h0+dolh2uGaVJLoech3MZchYlWLAluKpWsRvXrOcf7zzkpqvhywDx8EtWCyYNnYx7xZzCs+1QTpXySYvaTqm45lMZQyfgtfe4CrXoRCZtRewaXQ/cxPTrBo/UuO3VqjOBAc4MJbkO7tPcumyDhwHHjky3TCKL2wZ7OlYgmPbtD0lWzIHdCiX0e6+mx3LLybvUZCU6hJokfxVQy1ufTG7IblO9SwCTavjuRaf8dIGRXqqELaeLeSzDxwiXSjxmf99Cf/1ruu4eGkHIdNg27oG5DqXE/NCPdLohSLXj8j2CfPE8Hlx0dJ2IpbBzw+MM5su8Ouffxhd07jzymXz/7CEIjbdVcr1Tev7ePXFgws6sQGZZZ8p4HR24khy3SZtIVgWm5e006t83F7lutUmMidOVJRr6SUeT+TczV9Tcg1cvLSDuWyRA+NJDshn32sLWd8ewFLKtZdcd3eLnPabbqp+SZZ2holYhuu7HpnJ0Buza1JcmkJlXavW53XSQnRdo6AbOPIZKs6Jub8euVZj31usvCBbCAhyffSoWNOqspzrwqtc5/wKrLKsnZxJy7qryvOviGw16VcJNiHTYOgOWf62ZImv4HdZZ4RjU2mmSvJeey0p8ynXtsHBLjGWFLlWp0DNbCEAx6cyYj65+WZ4//vrv4F6/0bkWj4fsWKOuUyBXFG2PoeGyrVdOD9tIc3Yzl7gdzVNGwdU+fU6TdOua/aCjuPcf64u7gWFREKopnUi5HpjNruOCP90dQyfgve4NtDv9066mJkRyvWf/Il7XKuIUJdHue4spLBVAYpnQC5qC5ErlvnO4yNcvryz4kf1QBEFr3KtCit8DWS8r+1VrtXDEwj4VRg4Z8q1KorZtKSONzUWEwkepVLl/XzKtcW+fCW436dcy1SRF63rJVfIkGxmCzF0X6v0RlX53VGb8USOYtmpSWZRaA/bZEybNtnVTxFF76QFtKRcK0VeNcoJe6wGXVGLA2NJrIDOZUNSLfd4rs1smpQZYlpGcXWGLeqnBp87qPGmChbzpiVsIdL6o0vPtdosTCTzlAMWxsgJsViUy6LA6M473desq1wDhYsuYeO//wcDh54Ris4V9bOkRat4v3L9tz/bT9A0+Ns3XMQNf3UfDx+ZYpksAKwm10HLoGCYOJs307l3NwzeJgoad+1CO3WKn156BwOePPJCVaLIQqHef5FSrmUreBcnTlDsF8pme8g/hnpiNkFTr79RRdiNArpWU+A5mczxpZ1HuHVTv3uC9JXfvpxsoVzZZNazhdRbIGvetIpcL0C5Ng2dK1Z0sWN4nGdHExwcT/KF7ZfXP+VqAEXCqk9uXnbhYl52Yf0ov2ZoC5mUHSi2d6Dv2y+/Zrnk+q9fsxljbDn8K5U5s9X259mssAVI5bonrmp8ctjyRCXUxBYCcKmcCx49Os2BsSQxOyDmqjkxvi/usRk7KMerl5zZduUzqoKua1ywOM7TsuPtyOwCMq4Vqsl1HeXa0DVKuuGuMeVZ8X6laO3nbRo6bSHTVatB2EI0jXljN10sXy7u/8iIsOPItKaGUPcrk6k8B56CRhCWGWXrU1BEtqPKrqI2u1tXdxNcMSTiay+5xMc7lnaFGU/kOC2LB8lkxLo4X/tzxJpzoEsq127GtSLXDWwhcnwdm0pz2fLOpq8/L7mWGf3RguiwmymUsErymWjguQ4WXng513cB/w78h/y7A7xf/lcPKlHk3DCo8xjbt2+v/aIi13XQE7PZeVDsyBrZQrxHLnZnm1DAq8n1gw8K39a117oTv8ok7YhYbH/b2+B3f5dSJklXQA62KuUahMfrTdfVrz0NWWJC9sajqU5bNdfeSLkGl1xv375dLPZ33XXOlOtLl3Xw8z/cVr9qX30GiURlMvYp1yaRC1/MuksH+dm9ByrqrGXBtNhDmhqYuTSlaMydOKphB/zkOivJYTW6oxZFSaQaea7bQiZXRTtYOi1SHpC2ENPQsQK623GrmZJsBXSCpu7GF2WqlGsQpPHEdIZLlnZUrtVDgALpNGnT5pAi11Gr/lg/hwhX2ZDyAVPaQsTX9bLwXKeV5zqZw7z1/3DX1z8Cv//78Ja3iGfCo1wHTYOOsMlMpiDatytcegkdX/0Stz7zgPh7A+W6O2ox7IkR2386wd17Rnjr9Svpbw+xeUkbvzg85RYr26bhu0/qhOH0us10/+tX0V9SwtQ1+NCHIBLh/tWX8VrHS66lLWQ+RbcBFJnti0tyLYuR3Gv60IcIXnkNuoa7IVAIWwF+8vvX+zYkXmiaJhvJ+NXSzz5wiEyhxDtvXOX7Xt/pjZoLquaHeceUeoYfeaRuEsV82Lqqm3ueHePEdIZ/eOPFbF1dP37PC+81Le+OsLQzfMY2nWoo4paLtxOQRFHZQrBkt8dgVafBUonta9dC9b2qJtfST6+Ua3USN57IuhaC6oSeagx1hemKWDxyZJqRmQyr+qJCRVXKdVuA9TesgO/T2ucnsb4/zn88dpJy2WFkJsv6VjOuFXp7RVpME3Kta0K5vnP1asLbtzO2YydApWFMFTojll+5TuUbdh6sC5UY8sQTYl2p6vboxfbt28Vn9fa3+5VrT0EjiG7K1fVDrnJdtRmOhwL82iWDvPpiqS4/8ECNoKcsXkndo5pLS8r2yy+vHVMehK0ADy3dxNRv/A6dt90GzK/uKwEnUyg1PV0FKuRabSIl3DH1bdEYJ1LIMpcpkC2U6p7Cu3CV6xcQuXYc515N01YAlwGLgS8CnwUeen4u7QWGRKLGwK/Q6/Hu1RQFSrR5Bm7INsWCUk2uH3hADM4rrqB7XDyow6eTBHRN2AI0DdraMGZn+NabL4ZPUOO5VmgUgReso1wfGk8RsYwaD2LLyrX68xwp15qmNY7DUp+Bl1x7lOuOiMV0Os/YXI6uqF2ZVC2rspuW6SK/8bJNddM9QJDZnCyicRyHdIOqfO/RciNbSFvIZM6OYjij5EwL29PQIWoHOD49P7kGoV4nqj3XnmtSyQ8+sqFsTMkkej5H2gqx7/S5t4U0glLVVFFjLmDRXsy7lhi9VKSoG5TylbSQiateDEuy8PGPwzHZwc9DrkGc0hTLju/zM6RSffveexjvXkxPb/1noCtiM5mspJF86mf7CZsGb75WbEgvX97JP+04xDUrhbWmWrm+bXM/n/7pfr5yopf3ZtOsmjyO/a/fgB/9CD79aZJjcV8nzaKrXJ+ZLWR5d4TVvVHx7C5dKjaJ4+OiKKxUgpERYiuHeOiPbvTNRQrzFeh1RmyfB30imePLO4/yis39rGoQzwUI5dWy/A00rBbGlHqGn3oKNm5s2lCqHl58QR//uOMgv//iNdy8ceFK89u3reK3ty5f8M81giJRmVg7HbNiA99m6eKz8YoR4J8z64kR1eRapVF4ChpBKNfLulqzhWiaxsXLOnjs2DSJbJFtKp5VZUWrk0D1/i1i/eI4X84d5dhUmpMzGV6yvrbGpyl6esSaN49yXdQD6HLuLktbiBOtf0LcKed/hel08xSmGihy/eCD4s9WbCGa5leuPQWNAMWyU3NCqpTrarVY0zT++jWbK1+osyFfJp/nXMDj965SzRshagfIWEEOfOhjXC5rgWbnUa691sl5ybUa0/PYQkK5DIlckVSu2NwWEg5jn6ee66ZSouM4M8BPADRN+zDwA8dxvvt8XNj5jJ07xe746qs99Z7zKNcglONGldteW0jINIQC5WmBDogWp5deCuEw3VGxOB8cT9IREV3Xdu7cCaEQV09P02nIxbuOcr2iJ1JbnOh9b/zk+shkimVdEZ8nzPfajZTrUklc0/CwqIw9R+S6KbzKtUIqJTpqIXbfs0f28ljhOD39HkJmmpVFSxbQ2J21k7mCFdBddbhQciiVnYYFjQqNbCFtIZMHHVHkMNi3lKWe+xS2DE5Mi+uabxGIBwNuhbWbFuJZWNVpx9UrPYWF6jOUk1ratDmgTkPCVv2xfg6hiniUTSdrmNilAsgJWyuWKOk6uVxFuXZO7WPnLbdw9aOPigY/ul5jHVjcFvQ11AEIXbSZnBEgms+wb+VW/AnvFXRFLabTBYqlMk+PzvH9PaO8Y9sq15Zz+fIu/uHeg+w8OImha5iG5rtPYSvAB29bz8cOH+S9wA2HHsX47t3ChvL2t2N8+Cdu4xaAgvz/wBkq12++biW/s1WeRG3dKv68/352Ll4MExNcXSzC4GDrxWRV6I5aPs/1Fx88Qq5Y4vdurC1kq4Ft++cH255/TClyXSwuyBKisLQrzMN33Vg7XzWB95qCVQkNZwulXKejcXryObr0Ema5iqyqZ96jXO8cH4edO/33qZpcy0xzVQTfFbHRNVFAn3atYfOfGF6yrIOfPC1ea7XqHaDmBtkoCwDTbHlOUEr1AwcmyBfLCy4EpbdX2ATk3FRfuYaiYfDYyZOEdu5kSBY0Em10Qmz5oiNn0o07D9bFMundb4Fcu/cpFBLktoEtBKixaFYKGhcucCytJtce1XznyEjtmPJAnRgqcQZaUK49a0znfEXwDWwh7r2StpBgXtyr8WRuXuUaqNzb8wgtz+aO4yz/H2ItMDw8zPDwsP+LTci1KjJp1nTD+4CHLUmulSoBYvf5yCNw7bVAJSIrVyy7u8Xh4WGGlb2hzk61J2oTtQO8dMOihtfhRvF5bSGNUk5aUK6Hh4cZVtXV58gW0hTqM/AmhiSTPltIcfok+/fvd1UewK9cq5+tU0CjYAcMt/ue2ojU8zZ2xyqTTV+sPrlpD5vs1xyGgfEBv2LmKrgt+AJjQbOSFiIXVm+78bWL4gy0h9g44Pm91PiQk1o+GCaVL9EWMjENvf5YP4dQmzxVO5A1LOxi3r1urSw6NFai+PKUZ0YYPnQIvv51odSuWVMz8f7mNUP8nseyAGAEbfb1icCjkbWbGl6TeramUnn+7PvP0BWxeMv1FRvVJcs60DV44sQMwYCOpmk19+mlGxax7PJNzNoR3n3/V9BmZuBznwPDwNA0Sl5biMrCPgsbgqvQy803990nrunRR8XXpbJ5JuiKWD7l+odPjXL1ym5W9tRXB33wkmupXM87prwngGdAroEFEWtoMKefI6jnNhERz90SJ1MhyE2U6+FEovaaqsm16oUgxQND1+iO2owlsnU32I1w6bJKv4PV6jRCWUPSaTE3ypz7Vu/Vmr4Yhq7xU0naz8hz7TiVpi0NbCFFzWD/1BTDw8M4SSEMaHU81yDGsjf5ZiqVXxiBDQYFoX74YfH3JuTavU/BoFi/q20hHkIdr5rb292CxgUQf8/PxuwAOcOjXMv3Hpb3qRHUvJvKe8l1AdPQGo4jn/WwVVtIFbl275XcSNlZsQEam8vNq1wD6Kpo8zzCuTGV/Q9aUq5bIdeaJvy8XHutaKDw85+Lb/jFL8SAlOQ6Yhni+6g6vg+HG5LrgKHzw3deyzubKE7VynWhVOb4dKb+tTfwVAJCiXmOoviawmsLUagqaATRUtyXY+tVrhW5bmDzAX9Bo1KwmynXlox4q4e2kEkmIDvhLfF74dVk1xG2GlpUFOIh0/Vcp3O1C+tvXTPEjvfc4G/kUkWujZi4T8+HJQRgeVeEqB3gqZPitCCtBzDLJWzkmCkWKRsG6XxRdiPNEVWLUk+PUJD+8z9rXvfa1T287rLaHPV9SwRZm1i/uebfFJR95usPH+fhw1O86yVrfJGMUTvAhv42HKc241pB0zT+5H9t5Mn+NSJp4Q//UFgcEETYmySouosFjHMQyGRZcM01cN994u+yjuCsyHXUdj3XxybTHBxPsa3VzqrB4MILGr3z6BmS6/MJbfK5nwmKZ2ugXIdc11GuGxY0FgqVOVWR644KOe6NizjNdJN5qRoXDrS5cZGrej2bplBIkGvv3N4igqbByp4ID8l6o/72BZ6cKNvW8LC4P3Vamhu6RtEIuPfNmUe57owKW4iK/pxJ55sWitfF8uWVMT2fLQTEPaxjCwmahruhrlau1VpxJsq1pmks6QyTNevYQuZJC3HJtUe5ns3kaQ9bDTesEZ8tZJ7nu8WCRlOS69NzWexmBY1SuTayLyByrWlaWdO0oqZplufvpXn+KzZ6vV95NFWu5yfXbbJwIWQaYhC/+c1icvnwh8U33H+/YN7XXAOIB0gRt44WyTUIf2WzI09FFrIyiu/EdIZS2alvI9E0MeDn81w/n+S6nnJdVdCo4POQexWhVsi1p6CxolzXPk4dYQtdEwteo8kpHjLJyM6Ic0P+KHk1cbVCdkU7XTFpVVSrysSnaVptR0x1rCYVg0A81vL7nQvousaG/jh7TihyLTeZ8rPQikW0gOjiOJspUCg5xLzH3IODbgFoK3hoyzZ2DawnsX5+5fof7j3Ayp4Ib6jTifJyWRXf7Fka6o7Ar72GfWsvgg98wP26oWs+W0heFjSeE3INIvP2qafEnKTI11mRa4t0vkQ6X+TefaJj3otaJdfVtpBWCFo4XCGWC4jhO1+hlOvpkHi2+kuplpTrhk1koEJOpqbEHO+JgO2NBRmby7mb/laU66BpcOFAG0FT99s3lHKtGoQtEOsXx90TvjOyhYBoJNTeXtd7b8goPneNkfUyjZTrzrBFoeS4TcSm0vmG+c0NoXzX8bgr2jSF2mDWWZOVNaTac93RwHPdKpZ1hbHUBsNbTDlfFJ9cL5K5ysn1dKrQ9B55m1+1bAspNqCKklwH0iJEYSyRwyo2sYUo5fo8tIU0O6f/MiL9o1T19/9BPczNNSTXq/qi9MRsrljeuEOYeohclSEchve+F979bqHOPfCAUL48CkVX1OLkTMZ/FBOJiIigql1yq6guaDwyoZJCGhQ9BYNN00KAc55z3RTVnmvHqSloVPCRa9lEBmiZXKtsZuVtDJm1v5+ha3RG7KZ+15gdIGuKa0mt8J8qqLznVtSVeND0eK6L2AF9/ir4KuXaahO/8/NFrgE2DbbxpYeOUiiVSWvyHmazYiwXi2hmgHSuxLhs6xxtEI/YCvZvuIzXtK/hrrbGi6LypudLZe66+YLaDQmCXP/Lzw/P683d+vH3wcff5/uaXmULUcU4Z2ML8UE1lNi3T2y0LUtkEp8hVPzXZDLPvfvGWN4daSoU+OBVrlstaNQ08ezNzNRtUPJCQ8QyMHSNSVuMud5CujJnnolyDZVTgKkp0ZLbg96YzZMnZ+tusJvht7cuZ//ppP+ETJHrUGjByjUI3/W3d48QtozW4+4UFLk+cEDYv+pA11QUn1xr5LyvxRoXNAJMJfNYhk62UG69gcI2mskAACAASURBVIyCItetqNZQUa6rbCEghJXJVL7GFnLZUCdvuW5Fy11Fq/H2bauYDc3A5/C/93xNZOR6k67yXFenlnghBEGx1HbPp1y3WNBoZNLgOJyey7Kk1DznGsDInX/KdbO0kO3N/v7fGYHqAeo483qud73/xU1fU+1UfcfMb32rSET44z8WHq+qCB1FqtXPBgIBQSKnp+s+yK1AkXvVIKNhxrWCV7n2qhuSXPvu1S/DFqLazkrluj1sgi6u42yUa28Un9tMpIFCdMHiWE0Emhe6rjHRM8DpUz30rPIfgys/WysV7XGPcp3KF33HdQ1RVdAY7IhDojK2asb6c4CNg+3ki4fZfzpJwhsfBVAqYZgB0oUS4zJruSMSPOPrUiqLytGuB3UidNWKroYKrcoJV8/LQq5H1/ClhbhNZM4VuZa+68DwcCUu7AyLJaGy2TgxneGhg5O88Yr6RKcu6hQ0tnSv4vFKl77nAc/lONc0TbRAl3Njdz5ZmWsUYaijXAcCgVoy5CXXIOb6KnLdE7OZTObcucCbdd8Mt26qQxYVuY7F3PdeyL26QHZq7G8PLdgH77ZALxQajgNd0yjqBkapLK4rmSRnBDAarHsuuU7n3RzwBQsJLZJr9z5VK9cekqgU63iVYBCyDN53sz8BaSG4cKANNsoTN49yHbDtpgRbxb8m815bSMEtkqwHTdOIWAGSueIZFzS690qKPFqphF0qMJbIsbJOzw4XUrk+H20hz4OU+KuHOz0NKwAxcIvFhuS6FaiHy+ePi0TgPe8R/wFc5+/fo46v1eJ35513wvHj8IMfVLyWCyTXpqFh6Jp7pLjz4ATdUbvxBORVrlX7c3DJ9Z133gk/+Qn85V/+cgoak8qDJz3XIYvohm0AtZ7rBSrXeVe5bn78+vntl83b3rT4yrfxj1t/g7+I+xUX1xbSQivyeMgkVyyTK5ZI5+pHA9agSrkOdbRBorLg1Iz15wCqwPLJkzMk1ZSkFqJiES1gkskX3cSKO+68c0FNQbxQBaKRJoSjLWTyl7dvZOvq7oaEoDNisaYv6r7OQu5TtS3Ezbk+V7YQ6bu+89QpQbzOwhIClXnme3tGyBXLrVtCoK4tpKV7FY83VCufCzzX47wtZHJKpjd05pItea7v3LzZ1xwJqBAM9fMNlOuyIzZDMH/OdVN4bSHWwucERa4XbAkB8XvporNpI3Jt6FAwAryht4/onXdy8kf3kTZDDZ8lr3KtapbO2BbSJOMaPPfps59tGIenvNaxOg3dzhqeBmHqve+8+WZ40Yua/ljUDtSkhWwebL7JDVuiwD8y35rTgFy79+qd73Q/83A+w+m5LFapgGOaaPUEAqlcX724eZzoLwMtsx1N00LAVmANEAfmgH3Azx3HOf8ML88nlEp6FuQ6YOjEgoFaQvS2twn1enzcLWZUUKTaR3yVbUTF+C2QXGuaRjCgkymUODaZ5mfPjvGObasaqw7zKNfAOc+5bgrbFouA+kxk10WlXFsBnagtdtkNlWsZxdfs87QClfbnzQoagZaaUagj02rLgyJvrSjXMU8L9FS+2LABjg+BgPhcVGeszjY4lnpebSHLOkUnzD0nZol7bSHlMjgOuiU81xPSFlLdlnohUOS6UedNhddfPj+x++vXbEabd9tUi1pbyNk1kamLG24QLYi7uuq2p14I1CnG3U+I4/3L5+vC5kW1LaQVjyqI07omaT0vNMSDAY5mIBuwaM/MNfdcl8viv0Y51+An1yv9dRo9MpXoyGQKy9DP7kQkHBZzqbeeZgHojtqs7o26JHtBMAxhZxobm1e5duQao6eSpKxgw9/Zq1yrk8YFFw0u1BYSDIp7WNX+HDzKdeg5EJ68MXV13rsRIrbhFsQ7jsN0C3GFUVt0cp33dKJZQWOpJETBwUE4fpxIISsKGotNCqGlcn3n5gVs+J8ntPSJapr2HuB9gJrtVDdGgFlN0/7McZxPPAfXd15ix44dAFx//fXiC+eAXIOwLNR4OCMR+OQnhfpb1alMKa+KeO3YsQNGR7kezphcgziSyhRKfOmhIxiaxh1XLGv8zc2U61JJXNPu3eKang9yDeJzUJ9JlXINoJ16mmwiR0/MQzosS9hHSiWhXEejTa/XlmkhjuN4ChrP/PfLHnuS7IlZovalvq8vtKARYC5TEO3YWzwOJhRyyXWsux2okOuasf4cQNc1Ng608dTJWTY68pqzWVfF002TVL7ERDJHQNd44uGd6Lp2Rtek7mdLG495sMmj5izkPhm6VmML0TXmTYNZEG64gR0Ak5Ncf9bKtRgLc9kiL1nfhx1YwDi37cozKG0hLd2r1772TC/3jPBcj/N4yOSZ0QQzwSixVKK5ci3H/Y5jx2DHDv811SPXl13mey8VMXp0Mn1WcxIgyMvYmE+5Xui9+u47tp75qYxqgd5goyWayBg8ODFOaMcO1iZTpM0QgQbPkkuuU3lXyFpwWsjgILz+9XDLLU2/zb1PoZD4HZoUNFanhZwTeJVruUbveOopKBabfnbK4gEi2CBfnN+XHraN1tYbTfMniUns2LEDZma43nFgaAiOH6dXK3CiUBbtzxuRa7WBeCFG8Wma9nHgY/J7vwy8G3iT/PMr8ut/pWnaR5/D6zyvcPjwYQ6r7GY4Z+R6sD1cv0X2HXfAF79Y82X1vWoyPXz4MIeVUnsW5DpoGkwl8/zrruO8fOPihq2RgXmV68OHD3NYXcvzYQsB8Tkoa4e6Hx5ybaTG0ZJjvs5S7nXn8+Jnm1hCQCjXIIre5lOuW0Fp9jTF2dM1XuDoAsi1mqAT2aIg160urJ4NUlu3IIzKClAz1p8jbBxo45nRBFMlOSWplr1AwAxIW0iOrqjF0aNHzvia1P08m6LIeljIfTJ0jZKnNLxQLp+zVtsuLr2Uw5bFYThrW0jYqpyobVu7QIWoOorPsp63MbUQPNfX1BYymUjmmA7FiaRmmivXklwfnpurvaZ65NpT5A6VdKoT0+nW54BGqGMLWei9ClnGmavnqqixqXId4Eg6xeHDh9HTKdJWsOHzFJYRtlOpPNMy73rBiRyGITL2q06Sq+HeJ/UM1CtolHP2c0KuvcRTPoOHx8fn/ewidsDNua40kGl+fZcPdXHNyhaLpgOBGuX68OHDHH76afEX2ainW4bPhcp5tEY8xttF9DxD0xVG07SNwB8APwNe6zjOdJ3v6QC+BbxH07SvOo7z1HNypeczzhG5/vs3XrSgLm0v3dDHP/3vS/wtiKX9wW2dfibKtWnws2dPUyg5bL96qPk3N1Kuf1k51yCIcbVyHakUZIYtg1gw4D/C8kZctUCulXqXL5YryvVZkGtV0V/tBVYKayvqivLtzWULpHJFOiMt+tDUGNE0Ll8/yAduKXPVGVapnyk2DraRL5UZL8rPxEOuDcsUtpBk/qwsIeAh160Uez5HqCloLDrnnlxblkja2Lv3rMk1iM1dOp9h27pGfS0boLqJzALTi35VoGxfs8EoA4nZ5sq1mjfnSwvJZgVxqlPQCFB2Wovha4qzjOI7a6iixkbkWirXSIuenkqRsoLEGijlmqbRKRvJRD09BJ5TNMi5hsqc/ZzYQlRB7AKi+ECQa9Xd9knZf6BRR2eFD962vvXr8tY3eaHWakmuuxDfEyq/MJXr+T7R3wQSwGtkK/QaOI4zrWnaa4BDwHaEov3fC+eIXHctkDjYAaO226LaySm1+Azik0KWQaHksGmwjYuXzlOtb9tiYDvO+ZFzDX5bSB3l+qqV3SSzVTmbZ6pcF8uVZg1nsZCpn60mfepUYqCFBgxqglbK9bzFJQqKXIfDWFaA37l2RfPvfw6waUCMM1/LXg+5zkhbyNmS686oyB1vFi31XKO6oLFYLp+7YkYv1q07Z+R6UTxILGiyuG2BhWnVJ1tnMB/9KqCSdR3Hnp1qSbmel1yrovUqcm0HROzdbKbQcgxfQ3g7NP4yPrt5lGtD08jrBlpR3LNAKknajDWtX/CS65gdOPcb22pUtz/3EMWXXthHMldYeExhq6juDtnC6XHEMhidEWT1vn3ihPeSZR3z/NQC0IhcqzV7aAiATkdcc7BcbCwSvlCVa+Aq4D8aEWsFx3GmNE37T0TB438/nCNyfU6gFNrRUTEZnkGRlPJ9b796aP4ChWBQ5NEqIv3LzrkG8TlID3E95drX/lthgcq11xaSLZQqnTXPEEqxrq4a37qqm+//3lb/6UQDuMp1pkA6XyTcqjqrdv+tFps9B1jSGaItZPrJtSQZpimOKScSOdGa+Szm0dsvGuSCxXG3a94vA9UFjYVS+dzF8HlxzTWCgG1u3I2yVXz09o1n5gn3nmy1mnP9KwhFnmaCUQKnD7WmXDdrIpPLVRoEddYWmPbGbGYzhXPjuVbK9Rmcgp415rOF6IgOjZJcG5kUyXhv04ZMilzHg4GF+63PBF6Ca5q+z3Xdojjvv2UBqu9CoYj9Qsi1TAtxHId7nx3n2tXd53YD0qJy3VEWz0ioXIDgr55yvRL4eouv9TjQ3OH/K4JQqEq9UeR6HkL2XCMUClV2xZnMGV9PPBigO2pxy6bF83+zUqbUYuFVrtNpcU1qMnk+bSHKV1anoLHm8wO/cj07O28luGr4kSsIz3VYddY8Q1yztp+ueKzGW61pGhv6///23j9OrrK8+3/fM2dmdpPdzY9NQhICBAiEH7FPQIgYIESJJvItoKDw+IAYbbVYoPrVL6UEf6TQira12tJa5dWHBooV8BHkQW1qYxEsUAg/KxgRBJEAMSSEbPZHdnd27u8fZ87MmbNnZ8/MzplzzeR6v1772tnZ2TOfvc6Z+1znc677uqN1TejpmKJzPX38rb/QWMWAMe6kxu2v+PpcezXXuSz7Rwu83j/MnO4snbZ+TZ3ZNCce2kAXxttuDXEaP6HRNm4BGb+mhQvdlV4bUIpxVJ2tD8P6XDfrmKqFuDWVkuvOHlJv7B6/iEyIc92Zy1WsvFjx+pGR6sl1T47ndvY3pixkeNj9PBbNo6buvwg116OpNJ3WkuvsxBkcYHDOxDXX4CbXL+0eZEZnpvY2fDVQipPfuW52WZSX2Bdd886envHHVICunMPAyBjP/nYfO/r21z7PYjIymXETGjs7O8ufiWJyPcO6OUVHtQmN3sVKCzrXM4BxddYTsAe3RV/bc+GFF1Y+IcS5Lum69FLXfa3Tabjm/zmO/aNj0boCeM6UdyUacK4vvPDC8lVlM53rCVrxQcj+g8qTVpSa60zZuR4cHZuyQ/T7H556n93pWQdj3Kb/gyNjdEa9JewdJyHOdWisYuIti2bwq8fHl4U4WfcEODpmmduV48L3NE9TVGqJUzplKARWaGzY0ud1aoqNkAmNInQFiFuTl1z3T+/GjI6WSzqqONcXvu1tENTlH6e8sW3W+IvFecV2fFPuiuPddt+7t9TXuan7b7KykJQ7ofEDnZ10Xnghox/5KANV+lxD2bmeOS0Ta711KU7PPuueHwcGmu/+B1aHvPCDH5xUw7RsmoHhPP/xi50AnLG0xnkWkxEyofHCCy+Exx93k+jiPp+RdzXnCqPQMcFdVWPK/6MwJrNLMpSXP5+MQvH1Bx5CkusS3mBb5wf58DnTo/clreZce7WDzexzDZXdQkLKQkLx99+MUhaSLtdc7x8Zm3QZ7GaQShm6cw6/7XOTmUY4183kLQfPKJeFDA2Vjh8nVz4BTrXmWgJuWUj559ExO2HrsJbHc66t1bIQYHhGYB2CajXX1cpCqtRcQ7ljSEPKQsAt/Uti361d667z8Pa3h/7a7RaSglG3P3hmaJDBKn2uwW1d2z+cZ2ffcHP6+XtO8d69zXeug2UhEfbh9JxDvmD5t2d+y3ELejgorIPZVJioLGTXLrevedHk6faS6/xo9bh5pUvCiHJZu9gYc2KE1x0+VTGtwpYtWwBYs6a4pLnnEjfLmZ2Akq5Zs+Cll5pzlTyJc71lyxZ4+mnWQHPLQvr73VrvgQFXk2+W9Lj959c9POxeLEWsuR4uTmic6u3XUE110N2RYUcxuY5cc13FuW6UriiccfRcPnDqEriBCuc6k81A8fpsbneuqZqiUoumsOXP45hUJSJOHR1uYu0tCpRr/f1XDz3F5HrMS669bk5VnOstzz4LW7ZUavKv0FilLMTrGDLlshAvMXzzzdIY2tT919lZXqE4BM+5vnegn+wPfsAaYKBKn2sor3a7o29/7W34aqAUJ2983bOn+c61vywkk2HLf/yHq6nKvvMm1T/18ptc9o4jJ3xd3YQk11u2bIFt21gzZ46bO3R00JV3z2PZsUmSa6HOdZSz73XFr8nwLyzT1mzfvr3yiX37RLjWJV1TdK5rYiLnutiKb/v27bB7t/tcM8tCwE2w+/vHJY3j9h+Ude/Z4yYDNXQLGRodm1Ibvgk11UFPZ6Z259o7gYY4143SFYXpOYerzzvB/cGXXGdzmdIkxjldOR5qoqao1BKn8cufx5NcN3PfTYh3UvTu7mWzMnQFiFuT51wXeouJcATnevubb0JQV7DmOp0OHau8NRAa5lzn86X3lrT/Ugby6TSvjI6SeeEFgKp9rqFytds4y0JKcfJfoCRRFuI51x0dkfad/4JsdaPrrSE0ud6+fbu7CvWhxZVxu7qYNuImzLn8JJNpW9S5/tOmqGh1hCTXJbzkuhm3oCZxroFk+lyDu18GBqKVO3i6vS4jk/a59pzrMYZGpl5z3Si6Oxx+8ZpbEhO5DVcV57rpOI7bAsDvXHf4y0Jav6xg3PLnBRtPKz4JeGOQV6Z1oPa5LjqkZvYEyXWt3UK85HrWLLfuNIC3eu+0TINqrv3vLQh3QqODKYyVavsHs52kqznXvlKQpnULATe5bvYY29Hhmls19Jj3nOueDocTDpmkFW89+HMDP/39blkIwPTpdI64+zMzWVlIKzrX1lpNrqMgNblulnM9MjK+SX3Sfa7B3S8hznUoweR6guV2PYKLyEhJ+no6MvQVe3jXtEIjJF5zDbiJgjcJrujgZYsTGtMpE/+CD00gnTKM5Auln2NrxScB79jykmuBCVoz6Mo6pAyk5xaThyg115P1uX7jjdCSECj3xw8uSlUz/uQ6iUVkJiGdMoyl0pixcnI9nKveDaMiuW5GS06/cz0n4iqGjXxvb0JjxOR6ejG5XnX03HjGpWp9rnuLi5d1ddEx7CbMmfxoSzrXbTqiN5kDObn23sObOCilzzW4J/SBgWjJtXfiiOhcVyx/Pjo29cUaGkSPb1nvyCdWSc41lJNrryyk6FzPnp6tr9eyMNzlz+NvxSeCoHN9gCbXqZThlCN6OfpYt80Yv/2teyHpjYn1rNC4Z09opxCARbM6Of2oOZw41cU/hDvX6ZTbis8UxkoGz/7O6ivT+pPr2c24WE+y5trfBjDie3slTA1vwecRllwXCm6C7F18dHWR3e8mzJnRSS4MWtG5VsLpCSZe+/aVWwYlSElXs51rKNdUBpzrnp6eyjrsZuAvC+nvH+fIjtt/UD5xePXhNXQLGWpAt5BQTfVsx7fSV+SEv8oiMo3SVRMTJNdep5BENE1CLZpSprLPdX6sgNPR+KFYRJyCznUuR4+EOyQBmhGrf/nYKe6D6dPdi/5crlzS4Xeui8d9T1fX+HEo6FzPDW+TlnPS/PPvvW3qokOSaxHHVRG35tphTqFAqngxMpyrnlzPnJbFGHdqzcwYk+tSnLzxdXSS8oY48C9gk8tF2ne/s2gG37j4RNYce1A8mkKS65502t0hvuQ6s89tNZmeLG7TprkXq8LQ5LoOzjvvvMon9u2DI2OYVVsjJV3/8A/u92Y6174JS0ApuT7vvPNg27byc80gWBZS7M/qMW7/Qd3O9bA3oTE7NecxVFMddPud61prrkOSnkbpqolAcp0rrs7lld4komkSatEUdK5HxixOHSupNlJTbIRMaBShK0BTNc2eXe5i5OF3rotlIeedfjqcdVbl3wZXaFy6NF6tIWUhkvZfyhjGTJr3FwrwO78DwMgkznU6ZZjZmWHP4CizpsdXFlKK00MPlZ9MckJjLhdp3xljWLcswgJy9ZLJjCvjOM9rteiVhUyfjvP66wA4o5NMaBTqXLfpvcgmcyCXhVRzrpPscw3lspAYJzSO5AvuUuNCykL8yfW0Vi8L8Wquc+4xNbcNelxDMSEol1yTHyuQdVq/3CUULQsZj5dA+GMR4lyHmhH+lWSr1Fw3jFYoC/HOK2++CcBIR/XkGsqlIU2Zw+E/Dye5QqOUycRhExq9867PuU4PDHD1u5aQKoxV137eee7CecKQkRG0GJs3bwZg3bp17hNCkuuSrmZ3C4HxznWxFd/mzZvh2WdZB+E1hHEQLAsJJI3j9h+UT1pRy0J83UL2jxamXBYSqqkOejr8ZSFTn9DYKF01EXCuOzqyQJ45xd69iWiahFo0pVPj+1zH4VyLiFNIWYgIXQGaqslLiCdxrjc/9hgUCpWajHHHqqEhN5lMILmWtP/cRWQcNgM8/DDriJ5cv/rm/lgX/yrFafHi8pMJt+ITse9CykI2/+hHAKzzTWikv58/OGWR+3O1XOYDH4hD5ZTR5LoOdngLAIBbiN/fLyK5Luk67jj3exLOdaAsZMeOHe7vmrnAjr8sJMS5rth/HjU6115y3TdUY2eOCQjVVAfdxeTaGOiIsnw9VHWuG6WrJgLJtZPLsvHsxZx21NzkNE1CLZrCJjTG0edaRJxCxocdgvokezQ1VhGd6x1795YXm/GTy7k9gSGR5FrEcVXEm9C4A0qxGotwp7J3ei721RlLcTrmmPKTSSwi4+Uo8+bJ2HchyfWOl192H/ica/r7Sx1gmh63BhA54zHG3AR801r78AS/XwFcaq39aKPEtQQDbtG9hOS6RBLdQiaY0Ai4TkyzSkI8Tem065ZFbcXnr7mePn1Svd6ExjeH3MVzprqITKPo6XQ/0tMy6eidNaosIpMIgbIQ0mnWn9I+C8CmjKFQ0ee60L59rkOc6wOeiM71hHf6stly0j1Bt5CGkc26OgoFka34UsZtxQfAwABj6TQ2M3nSfOnqI0uLbcVOp681YBLLn4PbqeSQQ5r73hMR1i3E6zbmT64HBsrJdQuOG7XYJeuBarP2Dgc+PCU1rYiXVAqaQZ1ozfVErfiamVwb4+6PXbvcE1UtNdcDA5H2pTGGbDrFm4PuICFnERn3BBh56XOQW3Ndrfa0hUmnTKAsxOK0a3KtNdfjiVpzPdGY6U+u43aujSm71wL3XSrldgsBYHCQ/R3TcSLcsVt+yEzWHj8/ZnVF/OfhJMpCIJnVISdiouQ6nS6fq73ve/a436Vor4FG3oucDoR0Bm9zvJOGJOd65ky3RZO3lGicTOZcW+sm181OkLq7yws11LKIDES+UMo5KfYOFZNrKc51cUJjTWUqhx/u7rdmHC9RaPPkOrhCY1zLn4tAk+vxNNK5jju5BtHJddq4ZSGAm1znOuXdBfI710mUhYD7+ZPi/oZNaPTmrXmtKb1ztlemKUV7DVQ9axljDgUW+546xhizKuSls4FPAM83Tppcej3nAcpJpYDkuqTLceCFFyo/1HFRzbkGemfNcp9rpnMNlcl1wLmu2H8e/lueEZPrbAOT61BNdVByrmvpXrJihTv4hgz8jdJVE5Mk14lomoRaNLl9rss/x5Vci4hTSFmICF0BmqopzLk2pmjDlp3r3lmzyq/1k82CV7fezOS6OEZK2n/eCo29AMPD7M914ghZaKoUp0yGUmPtpMpCCgU5n70Q57p3ZKRyVWQvufYaDLRbcg18BPgCYItf1xS/ghigUHx923P22WeXfxCUXFfoatYt/mrONXD2e94DP/oRPPJIc/R49PTASy+5jwOxqIiTRx3OddYpl4VMdUJjqKY68FrxTa9VzwSOSqN01URIzXXimiahFk3pFIxVLCJjY3HbRMQp5OJbhK4ATdUU5lyDe5z7nOuz3/nOUu/mCrLZ8qq3zUiuvQStqFfS/jNF5/psAGt5PtsZz5LddVARp85Ot7dzUs41QC4nY9+FJNdnZzJwxBHlJ4LJdQuWhUyWXH8P+DVu8nwTcCPwUOA1FugHtlprX260QPEISq4TYRLnurScbxLOtbdqU5QLjXS67C74r6CrkHVS7BlwJzR2CKm57sikyTqp2mqupdHmZSH+biHWWvKFeBaREUHQuRZYWtB0wpxrKN8un+y49/9d3BMaQXZZSMptxQfAm28y1HuYvLIQcD8HSSTXSZakTERYzfWuXfCWt5R/9u42t6tzba19CngKwBhzGPBda+3TzRAmmXvuuQcoXpkKSq4rdDWLiZzrYjJ9zz33wIsvcnazk+uenrLzGSgLmTBO2azbD7SGmut9w41pxdfIfdfTkanduZ6AxI6pKsl1IpomoRZN/uXPR8fc715rx6Q0xUaw5jqXk6ErQFM1TeZcF4/7e+6/H371q/BxCtxzTjMuPANlIZL2X9oY8uk09wDs2cNBC44Rc6FaEScvyU2qLKT43iL2XUhyfc8rr8DixZRUHQBlISWstX860e+MMTlr7XBjJMlnt7fDAZYvhy9+EQ46KDlBRSp0NYtJnOvdr7/uLniQxIRGj4BzPWGcMpmakuusk8KblzbVmutG7rszjp7L8Qsb070mkWMqWBYSOHYS0TQJtWjyO9f54u39OOpERcTJcdw7Qj7nWoSuAE3VNJlzXTzud08wD6L0d80oCYFxzrWk/ZdKQT6VZjdAoUBXVs6Exoo4efsx4bIQEfsuOKGxUGB3f3/lvKfghEYprnsN1NLn+j3A26y1G33P/SHwJWCaMeYO4MPW2gOrY8iyZe7XgcokNdcUCs3vcw2VyXXU/s3eSStqcu2r7ZPSig/gKxf8j6QlTI2ODveY8XqcNvvYiRl3+fOic513v0upE204xrj70+tj24IOVMOZaAXdgHNdtVsIJJZcS8JbodFjMNshxrmuQIJzLSVBHx3azAAAIABJREFUzWTc49xad3x48033sd8EawPnupaj8EqgtNSQMeZY4G+AV4F/By4ELmuoOkU+fuc6lSonQv6a62b3uYbKBDnq5E7vwqAG59pDSiu+tsA7CXgJWRvWXJfKQorOdVaI2xYL/hOjwASt6WQy7hgziXM9YXLtxbPZybXARWQqWvEBA9lOmT3jvSQ3YedaBN5x5JWGeAl0teRayoVBDdSSXB8LPOr7+UJgCFhhrX0PcDsH4iIyBzreB3ZsrHLw9TvX1iZbFhKXc+1brECT6wZyACTXXlnI6FixLKRdnWso709j2u4uRN2sXDn+jmfQua62iAyocw2kUr4VGoH+TIfMnvFJlYUkuTrkRASTa69kzK+13Sc0BpgF7PL9vAb4D2ttMTL8BDirQbpEM39+k1Z2qpFEdBnjDrojI6Erjs2fPdv9MCVZFhJwrieMk6c/YreQXNG5zqZTU06O9Jjy4Z2ABgbc74FjR2KsatHk73OdL05ojCMhEBMn78SYy4ExcnT5aLqmf/3X8c8FnOv58+eHj0UJJ9fS9l/BcfAUPZfpEFNzXREnCWUhuZyMfRdMrvftc/ffwoXl13jH3AGSXO8CDgMwxnQDJ1PZ8zoDHBC2xLp165KWEEpiujo63OQ6xLled9pp8L3vuW2ImonnPjvOOMdlwjjVWRbSkZl6YqTHlA/vhDCBcy0xVrVoSqegEHCu40gIxMTJOzEWP4didPkQoSngXK9797vDW+1541kz2vDBuLIQEbHyMZZ28BQ9kekQcxeoIk4SJjR2dMjYd9547t2h2bfP3X9nnll+TSrlutctvPx5Lcn1Q8ClxphngPcU//aHvt8vAV5roDalVQicPIGy2+j1bU3Kua5lMZ0ay0JyxUG8ptUQlclp87IQ//LnozE612Lw9mcLuk9NJVhzrWUhkRhLl8eHfqeDjJAVGivQmusyIc41ML6dcVdX+e6lFO01UMuIvrH4+jtwV2K8xVr7cwBjjAHeBzzQaIESufPOO7nzzjuTljGOxHR5H+AQ5/rOzZu589VXRSXXE8apTue6EZ1C9JjyMUlyLTFWtWhKGYO17gIypZrrGBICMXEKXHyL0eVDhKaAc33nD34Qrinh5FpErHxYx+FO4E5gn5MT41xXxCmpC8x0unxey+Vk7LuQ5PpO4M6f/rTydf65UkIv7KpRS5/rZ4odQk4F9lpr7/f9eibwVdy667anzyvAF0ZiusKc62JC1NfX55aMeAN0s/AS5JDJjBPGqVbn2kuuGzCZUY8pH8Ga60DXBImxqkVTuphIjxWsryyk8QmBmDh5+7P4+RKjy4cITQHnuq+/3+27H6TZyfUhh7jOa7H+W0SsfNi0g6eoz+lggZCa64o4JeVce+89OgodHfS9/nrz3z9ISHLdB5W9r6FsjBXnarQakZJrY8x04DPAw9bae4K/t9buwW3LpxyIVHGuE+9zXUtZSILOteLD71x7y9K3EaXkurj0ObR5WYh/QqMyMVK7hZx/PrzjHZHHxWaT993Z2ufkyEjsc51kaVRHh9uRQ8rnb6KykKA77U+uW5BIR6G1dgDYABwSrxylJaniXJeaxSfV5zpqGz6ooxVf45xrxYc/uW6zemtwy0LAve4czXut+NrrAqKCsPFBGU+w5nqii8pmJ9epFMyZ05z3qgPrT64z2ud6wveWkqSGTGgklxvf191LrltwMiPUVnP9K0BAHxdFHJM514VCcn2ua3Wup02LrDVbvGBQ57rB+MtC2rAvsmdSj1nL6IHgXAfKQpQJ8DvX1e7YNLtbiHD8yfVgtlPmZ2nGDPe8osl1uHMdFpcWd65ryXi+DvyxMeYfrLUCFqhPjkWLFiUtIZTEdFVxrhfNnu2eKJqdJE2bVm7nE2DCOGWzNd36bKRzrceUj0mca4mxqkWT51yPFSz5GFvxiYlToCxEjC4fIjR5znU+D44zsaaZM90Epbe3ufqKiIiVj0I6g6doINMRy+TgeqiI08c+Bm97WzIXmL42gCL2XUhyvairC4LavHP3AZBc7wPeAJ41xtwMPAeMa15srb2lQdrEsmbNmqQlhJKYrirO9Zrly90r0GY718a47nWIcz1hnGbMgHnzIr+FN6FxWgOcaz2mfPiT65CJsBJjVYsmr+a6UPB3C2m82yYmTgHnWowuHyI0ec51cY7KhJp+7/fg1FMrFwhpIiJi5cNmHDxFg9lOMd1CKuI0ezasXp2MEJ9zLWLfhSTXa+bPh6C2Fi8LqSXj2eR7/P9O8BoLtH1yrQSQ2Oca4FOfct2CqFx/fXlyRQTKi8i0X+lConiD6f79YidRTQX/hEavz3XWkeG2xYJOaIyG47gJR9G5npDubjj55ObpEo4t9rm26TTD6YyYFRrFIK3PfFhZSLDHNRxQZSHviE1Fi3H77bcDcOGFFyaspJLEdFVxrm+/91544w0uPOKI5moC2Lgx9OkJ4+RffjUC2QY613pM+fA7FSEXZRJjVYum8oTGeJ1rMXEKONdidPkQoSmddi8oi861CE0hSNNVcBxuBwrZLBgTy2epHsTEyTeZUoSmkAmNt6dScPvtlboOlOTaWntfnEL8GGM+gLtozbHACmvto8167ygMDQ0lLSGUxHRVqbkeGhqa3IlpMo2KUyP7XOsx5cOfXIccNxJjVYumilZ83gqNTuMTAjFxCowPYnT5EKEpUHMtQlMI0nRZJ8MQMJZ1jzMpzrWYOPnKQkRoCnGuh+bOhaA2r+a6RctCZFzijedp4Dzg/sleqAigWreQsTG3W0gbdn3IaZ/reHCc8vEi6KKsUaQ959rCiDehUcgkrFjQspBoBGqulWik0ikKxmA7vORaalqTENLLQvr6DqxuIcaYS4oP/9laa30/V6URExqttduKGqa6KaUZVOtz7bXia8OThS4iEyMdHW4rvjZMrr1hrVDRLaSNEwJtxReNgHOtRCNlDDaVwhada5F9rpOks9M9noSUy9Tciq9Fnetqn+BNuBMUbwNGfD9XO3KbPqHRGPNx4OMAhx56aDPfWvEIO3kGnes2PFmU+lzrhMbG4yXXbXhR5l/+3Fuhsa0TAl1EJhrqXNdF2hgKJk3BS66lJJFSmDYtsc4yoXi5gDd5d//+A8u5pjiB0Vo74v+5URhjthC+KM011tq7o27HWnsjcCPASSedZBskryqHH354M96mZhLT5R38IWUhh8+e7Vp1gk4WjYpTIyc06jEVwBtsQy7KJMaqFk3+muuRGJ1rMXEK3JYWo8uHCE0B51qEphCk6UqlDIc4DmMzZgJyaq7FxOmyy2DVKkCIJi9PyOdL3bkOX7gQgtraNbm21t5njFlhjJltrX2j0RMarbUCGi7WxxlnnJG0hFAS0xXmXBeT6TOOOso9aQhyrhsVp0NmdzJrWoYj59awCuQE6DEVoEpyLTFWtWjydwspTWiMIbkWE6eAcy1Glw8RmvzOtePI0BSCNF3pFKzM5MgffAiAmD7XYuJ09NHuF0I0+ctCisn1GSecAEFtbT6h8SFgnfeDMabLGPMvxpjj4pWltBRVnOtE+1zHzIIZnTzx+Xdz1EEhPTqVqeENqG143FT2uS64N3Z0QqPid67b8LiPi5Qx7J3Ry/6DFgBtPjm4HQhJrtuxz/VkyXXwKM0B/5Pwco6GYYx5nzFmO/B24AfGmH+L8/1q5dZbb+XWW29NWsY4EtNVpeb61gcf5NbBQVEnC4n7T6ImEHBMhTjXEmNViyb/8uejYza2yYxi4hQYH8To8iFCk+dcF8tCRGgKQZqulDF8ZPV5fPPwJYAc51panECIppDk+tatW8fravHkWs69eh/W2ruAu5LWMRF5r/m5MBLTVcW5zo+OipvQKHH/SdQECeqqklxLjFUtmsrLn8PoWCE2p01MnAJlIWJ0+RChyXOuixMaRWgKQZqudMow4GTZb9ykWsrkYGlxAiGa/BMai8l1PpstLyrj0eLdQmRc4imtTbVuIW3cik+JkSrJdavjGWvuIjKFWBaQEYW0PrtSCTjXSjTSxlCw7hwGgIx2C5FNyITG0AS6u9vNKWbObJ62BqKfYGXqHKCLyCgx0sY11xVlIQXb/q3DtBVfNALOtRINY8BaS94eAG0t24Gwmuuw5DqXgwcegKVLm6etgURJrs8yxng11tNwe1l/wBizPOS11lr71YapU1qDKIvIqBOj1EJbO9feCo2W0XxBTOuw2NDkOhrqXNdFOmWwWMYK8XXeURpIWHI9UR/uk05qjqYYiPIJ/l/FLz9/MMFrLdD2yfXRxbY20khMV5hzXXRejp45U5xzLXH/SdQEAo6pkCRDYqxq0ZT2Odf5QnwTGsXEKVAWIkaXDxGaAs61CE0hSNOVThmmzT2EgxbNh1/K6XMtLU4gRFM67d5u8CXXRy9b1nZlY5Ml1w1dOKZdWLlyZdISQklMV5gzlUqBMaxc4LZHkpRcS9x/EjVBgrqqlIVIjFUtmowpO9cjY4XYbmOLidPChW7P2iOPBATp8iFCk9+57uiQoSkEabpSxjDz8Lew5C2HwC9/JqZbiLQ4gSBNjlNOrh2HlatXuwl3G1E1uW70wjFKmxLmXIP7ARoeLj9WlKgcCGUhBciPFcgKSQZiY84c6O9PWoV8tOa6LlLGncw46i3IpH2u5ZPJuMf68LA7cbHNEmvQCY11sWnTJgDWr1+fqI4giemaqKbScdj0xBOuJkEnC4n7T6ImSFBXleRaYqxq0VTZLcTG5lxLjBPI1CVCU6DmWoSmEKTpSqcMv/mvH/KTHbOA48Q419LiBII0ZTJl57q7W46uBiLjKFRam4MPdt2pYD2X58R4jxUlKm3sXPuXPx8ZK7R/txAlGo4D1rpJRxse93GRMoaCtYxpt5DWIZBctyP6CVamTm8vvP76+Oe9uirQ25xKbbRxK77S8ucF17lu+7IQJRresT483JbHfVykUwZrLWMF92ftc90CHADJtR6FSnxocq3UywHgXI9Zy2iMExqVFsM71oeH2/K4j4tUqnIRGf08tQD+CY2aXCtKjWhZiFIvbZxclyc0uovIaF9eBVDnuk5SxmAt5UVkdEKjfLwJjW2cXLffmasJHH/88UlLCEWcrnSa4wXe3hcXJ2RqggR1VTluJMaqFk2lspCYF5GRGCeQqUuEpoBzLUJTCNJ0pQ10HnQYcxfNwfmtKbW6TBppcQJBmryykL4+6O6Wo6uBaHJdByeffHLSEkIRp8txOFlgci0uTsjUBAnqquJcS4xVLZpSFYvIFGJzriXGCWTqEqEp4FyL0BSCNF2plGHawUtZcNQCnF2/TlpOCWlxAkGaAjXXYnQ1EL0fWQejo6OMerXEghCny3EYHRpitPhYCuLihExNkKAubznckONGYqxq0eRf/txtxRfPMCwxTiBTlwhNAedahKYQpOlKG0N+dJSh/cOiJjNKixMI0hRIrsXoaiByjsQW4lvf+hbf+ta3kpYxDnG6HIdvvfYa3wJRzrW4OCFTEySoq4pzLTFWtWgqL38OI2OF2Ba9kBgnkKlLhCZvjBwdhXRahqYQpOlKGcPrT/6YJ3/yfTKOnJRGWpxAkCbHcRPrsTHo7pajq4HIORKV9sPfLUSQc620AALLiRqFZ64Viq34dEKjAlSOkTpeRsbtFmIpFKxOZmwVMhl44w33cZtOaNRRXYkPbcWn1EsbdwspLSKjrfgUP/4xUsfLyKRT7to7Y9p5p3XIZGDPHvexJteKUiP+Vnx6slBqoY2T64puIWPxTWhUWgx1rusi7VuhUS9UWwR1rhVlCqTT2udaqY82Tq79y5+PjtnYWvEpLYbfgGjD4z4ujHFXaNSykBYik4HBQfdxmybX+gmug+XLlyctIRRxuhyH5YXimrSCnGtxcUKmJkhQV5Waa4mxqkVTxfLnMbbikxgnkKlLhCZ/Qp1Oy9AUgjRd6ZQhe9CRzFw0gwFBd4GkxQkEafIf693dcnQ1EE2u60DqgSBOl+OwXGBZiLg4IVMTCEiuQxw8ibGqKbkuLX8OozG24pMYJ5CpS4SmgHMtQlMI0nSlU4bsvCOYcUgvw/v2Jy2nhLQ4gSBNmUz5cXc3y9twERk5l3ktxODgIIPeLQ1BiNPlOAwODzNYfCwFcXFCpiZIUFcV51pirGrR5HULGcm7d3XiasUnMU4gU5cITQHnWoSmEKTpShnD6MgQQ4ODOIL6XEuLEwjSFEiuxehqIHKOxBbijjvu4I477khaxjjE6XIc7gDuAFHOtbg4IVMTJKhr9mz43Ofg3HPlaKpCLZq8spD9o2MAsfXmlRgnkKlLhKaAcy1CUwjSdKUM7Pv5/bzwyBZR8xekxQkEafIn1z09cnQ1EDl2otJ+6Ox3pV6MgWuvTVpFLHgTGoeLzrVOwlKAcc61Eo10ylAoQMEWRDnXShX8yXVXV3I6YkSPRCU+9GShKOPwnOvhvOtcZwWtKqckiHYLqYuUMVjcFU+1FV+L4B3fnZ1te6zrqK7Ehy6KoCjj8CY07h/1nGsdhhV0vKwT72J1VFc7bR0857pN2/CBJtdKnGhZiKKMIxVwriXViSoJouNlXXhVVW5bS/0stQQHQHKtn+A6OOmkk5KWEIo4XY5DSZEgJ0ZcnJCpCWTqagdNKQPDRec6LrdNYpxApi4RmgJlISI0hSBNVyplyM5fQq67I7a2lvUgLU4gSFMguRajq4Focl0Hy5YtS1pCKOJ0OQ4lRYKSa3FxQqYmkKmrHTSlU6bkXMdVJyoxTiBTlwhNgTkqIjSFIE1X2hiycxeT6c7F1tayHqTFCQRp8o71YnItRlcD0eS6Dvbu3QvAjBkzElZSiThdjsPe4sMZgm5ziosTMjWBTF3toCllTKlbSFzOtcQ4gUxdIjQFnGsRmkKQpiudMhSGBxhkGCc9N2k5JaTFCQRpCjjXYnQ1EDn3UFqIu+66i7vuuitpGeMQp8txuAu4C0Q51+LihExNIFNXO2hKp4yvLCQet01inECmLhGaAs61CE0hSNOVMobBXz7E7mf+U1TNtbQ4gSBNgeRajK4Gosm1Eh86QUdRQkkb45vQqMOwgrbiq5PyhEarnXdahQNgQqMeiUp8aJ9rRQkllTLaik+pRMfLukj76qy1z3WLoMm1okwB7duqKKH4JzRKupWtJIg613WR8iXXeheoRQhMaGxH9EhU4kPLQhQllJQpO9eaECiAOtd14i3KBOAI6haiVOEAcK4146mDt7/97UlLCEWcLsehpEjQyUJcnJCpCWTqagdN6RSxt+KTGCeQqUuEpoBzLUJTCNJ0pYwht/AYAFF9rqXFCQRpCiTXYnQ1EE2u62Dp0qVJSwhFnC7HoaRIUHItLk7I1AQydbWDprTPuc7GlBBIjBPI1CVCU8C5FqEpBGm6UilDpncRgKg+19LiBII0BZJrMboaiCbXdbBr1y4A5syZk7CSSsTpchx2FR/OEVQWIi5OyNQEMnW1g6ZUxSIy8STXEuMEMnWJ0BRwrkVoCkGarnQKxgbdPsmSnGtpcQJBmgLJtRhdDUTOkdhCfP/73+f73/9+0jLGIU6X4/B94PsgyrkWFydkagKZutpBUzplKFj3cVwTGiXGCWTqEqEpMEdFhKYQpOlKGcPQr7Yy9KutoiYHS4sTCNIUmNAoRlcD0eRaiQ+d0KgooaSMdjhQAmh3pbrQz1IL0tXlfu/tTVZHjGjGo8SHniwUJRR/aah2OFAANSPqpN4+1319fezcuZPR0dE4ZHH88ccDsG3btli2Xw9iNB1+ODz2mHucb9smR1cRx3Ho6Ohg7ty5dHR01LeNBmtSlDLaWkpRQvEnBBlH3TYFNSPqpMK5jrggU19fH7/97W85+OCD6ezsxJjGX+BKrCOWqAlk6bLWks/n6e/v5ze/+Q0HHXQQM2bMqHk7mlwr8eFPrnUVOkUpUU9CoLQ56lzXRT3O9c6dOzn44IOZNm1aXLKUFsUYQyaTYdasWeRyOXbs2KHJdbNYtWpV0hJCEafLcVgF4lwYcXFCpiaQqasdNFU41zFNwpIYJ5CpS4SmgHMtQlMI0nSlDOQOWQZE7xYyOjpKZ2dnnLLoFrhAikRNIFdXZ2cnw8PDdf2tJtd1cMQRRyQtIRRxuhyHI4rfJSEuTsjUBDJ1tYMmf3KdjqnmWmKcQKYuEZpSKTAGrHXHTgmaQpCmK5UyZGbOB2rrcx1HKYifXC4X6/brQaImkKtrKseIrKynRdixYwcA8+fPT1hJJeJ0OQ47AFIphCgCBMYJmZpApq520OSVhWTTqdhO8hLjBDJ1idGUTkM+D+m0HE0BpOlKG8NY/x5AVp9rb6JkxuvpLACJmkCurqkg50hsITZv3szmzZuTljEOcboch83AZmuTVlKBuDghUxPI1NUOmjy3Oq6lz0FmnECmLjGavLt8jiNHUwBputIpw9CLjzH04mOxfp5qZe/evezduzdpGRVI1ARydU0FTa6V+PBOFMJqrhUladJFt1rb8CkVeGOljpmR8d/4OVAnB2/atAljDM8//3xT33dgYIDrr7+eE088ke7ubjo6Oli6dCmXX35507VIQ8tClPjwThAH6ICnKBPhfSSy2oZP8eNzrpVopE19fa6VqfHaa6+xZs0aXn31VS6//HJOO+00stksP//5z7npppt44IEHeOKJJ5KWmRj6CVbiwztBxDxxRFFajVJZiF54Kn48Q0KT68g0o/OOMp4PfehDvPbaazzyyCMcddRRpeff8Y538Id/+IfcfffdE/6ttZbR0VGy2WwzpCaCjuxKfGhZiKKE4k1ozDiaDCg+dMysmVRFcq0pjZ+77rqLU089la6uLnp6enj3u99dUS+fz+e5/vrrOeaYY8jlcixcuJDPfOYz7N+/v+p2H3nkEX784x+zYcOGisTawxjDe9/73tLPixcv5uKLL+amm27imGOOIZvN8oMf/ACAp556iosvvpglS5bQ2dnJqaeeyk9/+tOK7W3dupX3v//9LFq0iM7OTpYuXcqGDRsYGhqqeN3q1as57bTT2Lx5M8uXL6ezs5MTTjiBhx9+mHw+z4YNG1iwYAGzZ89m/fr1DAwM1BzTqOjlcR2ceeaZSUsIRZwux+FMAGGN+sXFCZmaQKaudtBUSq5jdK4lxglk6hKjyedci9EUQJqutDF0HPY/AFl3gnp6ehJ9/xtuuIE/+qM/4r3vfS8333wzXV1dbN26lZ07d5Zec/HFF3PPPfdw1VVXsXLlSrZt28bnPvc5fv3rX/Pd7353wm1v2bIFgHPOOSeynnvvvZcnn3ySL3zhC8ybN4/Fixfz+OOPc/rpp7N8+XK+8Y1v0NPTwze+8Q3WrFnDgw8+yFvf+lYAfvOb37B8+XLWr19Pd3c3zzzzDNdeey0vvPACt912W8X7PP/881x55ZVcc801dHV18cd//Mecc845nHPOOeTzeTZt2sS2bdu48sormTdvHn/xF39RS1gjo8l1HRxyyCFJSwhFnC7H4RAAYT0sxcUJmZpApq520NSMbiES4wQydYnR5HOuxWgKIE1XyhicnrnA1MpC/vSeZ/j5q32NklUXxy3s4QtnHz/l7fT19bFhwwbe9773ceedd5aeX7t2benxT3/6U26//XZuvvlmLrnkEgDWrFnD7Nmzufjii3nyySdZvnx56PZffvllAA477LDImvbs2cNjjz1W0cLxzDPP5NBDD+Xee+8tlYisXbuWZcuWcd111/G9730PgPPPP7/0N9ZaTj31VHp6erjkkkv4+7//e3p7e0u/3717Nw8++GCpH3uhUODcc8/lxRdfLF0UrF27lvvvv5/vfOc7sSXXci7zWoiXX365dHBJQpwux+Fl4GVhrfjExQmZmkCmrnbQVHKuY7yNLTFOIFOXGE0+51qMpgDSdKVSkO97nXzf66L6XFtrsQmd+x588EH6+/v5+Mc/XvH8yMgIIyMjgNtSMZvNcv7555PP50tf7373uwG4//77G6rplFNOqUish4aGuO+++/jABz5APp9ncHCQfD6PtZY1a9ZUvH9fXx9XXXUVRx55JLlcjkwmw4c+9CGstTz33HMV73P00UdXLHR0zDHHAJUXFt7z27dvj20fqXNdBz/+8Y8BWL9+fbJCAojT5Tj8GGD/ftYnLMWPuDghUxPI1NUOmrwcIM5kQGKcQKYuMZp8zrUYTQGk6UqnDPtfegoAJ3VB3dtphGPsZ9euXQDMmTOnoduNwu7duwFYtGhRxfN9fX0lTTt37mRkZISurq6q2wjDu3vx0ksvcfTRR0fStGDBgoqf33jjDcbGxrjuuuu47rrrQv+mUCiQSqX4yEc+wpYtW7j22mtZvnw506dP55FHHuGyyy4bVx8+a9asip89Rzzs+Xw+z9jYGE4ME4g1uVbiQ3u2KkooXllIVrsbKH60W0jN+Fvx6YRGFy+hf+WVV1i2bFnoa3p7e+no6Bg3edBj4cKFE25/zZo1XHPNNdxzzz185jOfiaQpuBLtzJkzSaVSXHbZZaXa7ZkzZ1a8JpVKsX//fu6++242btzIJz/5ydLvfvazn0V636TQT7ASH9qKT1FCSRltxaeEoN1CasZon+txrFy5kq6uLm688cZx5RAe69at48tf/jJ79+6teZLqihUrOPPMM/niF7/Iueeey5IlS8a95u677+bcc8+dcBvTp0/n9NNP56mnnuKzn/0sqVQq1OUfHh5mbGxs3NLomzZtqklzs9HkWokP70ShCYSiVOA51xldREbxo3f7aqaiz7WeawDo7u7m+uuv54orruD888/noosuoru7mwceeIBcLsfVV1/N6tWr+eAHP8j73/9+Pv3pT7NixQpSqRS//vWv+eEPf8iXv/zlqiUf//zP/8yaNWs4+eSTueKKK0qLyPziF7/gpptuYnR0tGpyDfDXf/3XrFq1igsuuICLLrqIo48+ml27dvH4448zNjbGl770JWbMmMEpp5zCV77yFRYsWMCcOXO46aabeOWVVxodtoaiybXKsrWXAAASVElEQVQSH+rCKEoo6VIrPnXaFB+O45oRercvMrpCYziXX3458+fP5y//8i+56KKLyGQyHHXUURVlHLfeeis33HADN910E3/+539OLpdj8eLFrF27loMOOqjq9hcsWMDDDz/M3/7t3/Kd73yHr3zlK+TzeRYvXsy6desqSjgm4sQTT2Tr1q1s2LCBDRs20NfXx9y5cznxxBO59NJLS6/79re/zSc+8Qkuu+wyOjs7ueCCC/ibv/kbfvd3f7f+AMWMSWo2axycdNJJ9tFHH439fXbs2AFQMfNVAuJ0bdvGjuOOg5NOYv7WrUmrKSEuTsjUBDJ1tYOm/+87T/F/HtvO2uMP4psfOkmEpmYhUZcYTStWwFNPwfCwHE0BpOnavmeQt3/ObTf3/Nc+SM6Z3MzZtm0bxx57bKy6RkdHAcaVMySJRE0gVxdMfqwYYx6z1o4bxNW5rgMpg0oQcboch/kAnZ1JK6lAXJyQqQlk6moHTekmtOKTGCeQqUuMJscp3fEToymANF0pY0h3uZ0gJJWFSEwUJWoCubqmgibXdfDCCy8AVPRSlIA4XY7DCwCjowhRBAiMEzI1gUxd7aDJW7I5zuRaYpxApi4xmtLpUhmdGE0BpOlKpwyjb+4gZSqXQk+a4eFhAHKCFlGTqAnk6poKIpNrY8xfAmcDI8CvgI9Ya99MVlUZr7m5lMHFQ5yudJr7Afr6RCXX4uKETE0gU1c7aPJygKmsKDcZEuMEMnWJ0eRzrsVoCiBNV8oYhl9+GkdQYg2wb98+QFbCKFETyNU1FeTcQ6nk34Fl1trfAX4JXJ2wHqUetFuIooRSXv5cPxuKD59zrUTD+yylhSXXyoGNyJHdWvsja22++ON/AYuqvV4RiibXihKK1+c6q8m14sfnXCvR8HJqTa4VSbTCyP5R4F+TFqHUgSbXihJKybnWhEDxo851zXh11iltX6gIIrFLZGPMFiBs2vE11tq7i6+5BsgD36qynY8DHwc49NBDY1Cq1I32uVaUULQsRAlFneua8TrvqHOtSCKxT7G1dk213xtjPgz8LnCmrdKM21p7I3AjuH2uGypyAqQ2Lheny3H4XYCDD05aSQXi4oRMTSBTVztoKpeFxJcQSIwTyNQlRpPPuRajKYA0XemUofPIk5k7S1bL1xkzZiQtYRwSNYFcXVNB5CWyMWYdcBVwhrV2MGk9QebMmZO0hFDE6XIc5gBMm5a0kgrExQmZmkCmrnbQ5BnWcTrXEuMEMnWJ0ZTJlJxrMZoCSNNlDKSnzWBa9/SkpVQgsXezRE0gV9dUEJlcA38H5IB/N67D81/W2kur/0nzePbZZwFYunRpwkoqEafLcXgWYGAAIYoAgXFCpiaQqasdNDVjERmJcQKZusRouuIKeO01QJCmANJ0pY1hdPd2ho0sE2f//v0AdHR0JKykjERNIFfXVBCZXFtrlyStoRoPPfQQIGdw8RCnK5XiIYA33hCVXIuLEzI1gUxd7aCpvIhMfGUhEuMEMnWJ0XTaaaWHYjQFkKYrnTIMv/oL9g3IKgvp7+8HmpMwbtq0iY985CM899xzLFlSmT7l83kymQxf+MIXuPzyyxuuadOmTRQKBT760Y/WvY1mxqpZ6GwaJV5SKe0WoigBPOdau4UoytQwpQmNCQs5QNm0aRM33XRT0jLEoYejEi+aXCvKOErOtaOfDUWZKimj3ULaCW859FZGR3YlXtJpTa4VJYDXLSSjnw1FmTIpY7TPdQ28+OKLXHTRRcydO5dcLsfy5cu56667Kl7z/PPP86EPfYjDDz+czs5OjjjiCD7xiU+wZ8+e0mtWr17NfffdxwMPPIAxBmMMq1evrul9Nm7cyNy5c9m2bRtr166lq6uLCy64INb/vxmIrLlW2oiODvdLUZQS3i3sjKMJgaJMFWPAiXH+QqswNjZGPp8f95yfV155hXe9613MmzePr371q8ydO5fbb7+d888/n+9973ucc845ALz66qssWrSIr33ta8yaNYsXXniBL37xi5x11lmluvuvf/3rXHzxxYyNjfHNb34TgJ6eHgBefvll3va2t036Ph6XXHIJH/vYx7jqqqtItYHpoMl1Hbzvfe9LWkIoEnW97557YOHCpGVUIDJOAjWBTF3toClVqrmO7yQiMU4gU5dqio5EXTOOOZXDD5s1tY186lPw5JONEQT0estz1OKoL18OX/ta3e95zDHHVP39zJkzufLKK7HWct9999Hb2wvA2rVrefnll/n85z9fSnpXrVrFqlWrSn+7cuVKlixZwumnn84TTzzBCSecwHHHHUdPTw/5fJ5TTjml4r02btwY6X08rrjiCj796U/X/b9LQ5PrOpDa8Fyirhmnn560hHGIjJNATSBTVztoSqfib8UnMU4gU5dqio5EXZlpXUzr7klaRgUmgTKVu+66i0WLFlU8NzY2Vkp8HcfhRz/6EWeddRYzZsyocLnXrl3LlVdeSV9fHz09PYyMjPBXf/VX3HLLLbz00kuldnngtmM84YQTqmrZvHlzpPfxeP/73z+l/10amlzXwdNPPw3AsmXLElZSiURdqikaEjWBTF3toCndhFZ8EuMEMnWppuhI1DWy8yX6Ot4ETqp/I1NwjMMYGhoCoLOzeS0Cly1bFtqKz69p586d3HLLLdxyyy2h29i9ezc9PT1cffXV3HDDDXz+859n5cqVdHd3s337ds4777yKRHsior6Px8yZM6P8iy2DJtd18OijjwKyBheQqUs1RUOiJpCpqx00lcpCYnSuJcYJZOpSTdGRqGv/jud4o9CVtIwKBgYGgOYm15MxMDDArFmzOOOMM7jqqqtCX7OwWMZ52223cckll/DZz3629DuvH3UUent7Of300yd9H4/BwcGKZLvV0eRaURSlyTTDuVaUAwVDub2lUp13vvOdPPHEExx//PFVE//BwcFxy5L/0z/907jX5XI59u3bN+75devW8dBDD036Pu2KJteKoihNphnLnyvKgULWMeS0Z3wk/uRP/oR169axatUqLr/8chYvXsyePXt4+umneeGFF0oLwqxbt46bb76Zt7zlLSxZsoQ777yTBx98cNz2jjvuOL7+9a9z++23c+SRR9Ld3c3SpUu59tprWbFixaTv065ocq0oitJkUk2Y0KgoBwqXnLKY7o7M5C9UWLRoEY8++igbN25kw4YNvP766/T29rJs2TI+/OEPl153ww03YK3lmmuuAeCss87i29/+NitWrKjY3lVXXcWzzz7L7//+79Pf388ZZ5zBT37yEw499NBI79OuaHKtKIrSZLycWpc/V5Sps2j2tKQlJMr69etZv3596O8cx8EW2wLu2rULcBPsf/zHf6y6zTlz5nDbbbeNe97blsf8+fP54Q9/GLqNKO+zceNGLr/88qqvaUVMMFCtzEknnWS9yRZxMjg4CMC0abI+0BJ1qaZoSNQEMnW1g6a7n3yFT972JP/2qVUsnd8tQlOzkKhLNUVHoq5aNW3bto1jjz02TkmlxVvS6XSs71MLEjWBXF0w+bFijHnMWjuuTY0613UgaVDxI1GXaoqGRE0gU1c7aHr7kb1cfMqhHDF3ekyKZMYJZOpSTdGRqEuiJomJokRNIFfXVNDkug6eLK7itHz58oSVVCJRl2qKhkRNIFNXO2ia193Bn733LXFKEhknkKlLNUVHoi6JmtrB4W8WUnVNBZ1NUwdPPvlk6cMsCYm6VFM0JGoCmbpUUzQkagKZulRTdCTqkqhpcHCwlDRKQaImkKtrKmhyrSiKoiiKoigNQpNrRVEURVEOKNqpmYMSD1M5RjS5VhRFURTlgCGTyTA0NJS0DEU4Q0ND5HK5uv5Wk2tFURRFUQ4Y5s2bxyuvvMLg4KA62EoF1lpGR0d544032L59O729vXVtR/tc18Ho6CjgXv1KQqIu1RQNiZpApi7VFA2JmkCmLtUUHYm66tHU19fHzp07S3/baLzcyhg5C0VJ1ATydDmOQ0dHB3PnzqWjo6Pqa7XPdQORNKj4kahLNUVDoiaQqUs1RUOiJpCpSzVFR6KuejT19PTQ09MTgxpF0bKQuti6dStbt25NWsY4JOpSTdGQqAlk6lJN0ZCoCWTqUk3RkahLNUVDoiaQq2sqaHJdB8888wzPPPNM0jLGIVGXaoqGRE0gU5dqioZETSBTl2qKjkRdqikaEjWBXF1TQZNrRVEURVEURWkQmlwriqIoiqIoSoPQ5FpRFEVRFEVRGoQm14qiKIqiKIrSINqqz7Ux5nXgpSa93RxgV5Peq9XRWEVD4xQdjVU0NE7R0VhFR2MVDY1TdFo1VodZa+cGn2yr5LqZGGMeDWscroxHYxUNjVN0NFbR0DhFR2MVHY1VNDRO0Wm3WGlZiKIoiqIoiqI0CE2uFUVRFEVRFKVBaHJdPzcmLaCF0FhFQ+MUHY1VNDRO0dFYRUdjFQ2NU3TaKlZac60oiqIoiqIoDUKda0VRFEVRFEVpEJpcFzHGHGKMudcYs80Y84wx5pPF52cbY/7dGPNc8fss399cbYx53hjzrDFmbcg2/68x5ulm/h/NoJGxMsZkjTE3GmN+aYz5hTHm/CT+pzhocJw+aIz5mTHmv40xm40xc5L4n+Ki1lgZY3qLr+83xvxdYFtvLcbqeWPM3xpjTBL/Uxw0Kk7GmGnGmB8UP3PPGGO+lNT/FBeNPKZ829QxnUk/fzqmR4uTjumVsXqXMeaxYkweM8a807et1hvTrbX65ZbGLABOLD7uBn4JHAf8BfAnxef/BPhy8fFxwFNADjgc+BWQ9m3vPOBfgKeT/t8kxwr4U+DPio9TwJyk/z9pcQIcYKcXm+Lfb0z6/0s4VtOB04BLgb8LbOsR4O2AAf4VeE/S/5+0OAHTgHcUH2eBn7ZTnBp9TBV/r2N6tM+fjumTf/50TB8fqxOAhcXHy4BXfNtquTFdnesi1trXrLWPFx/vA7YBBwPnAjcXX3Yz8N7i43OB26y1w9baF4HngRUAxpgu4NPAnzXvP2gejYwV8FHg+uK2CtbaVmwiH0oD42SKX9OLV+w9wKtN+0eaQK2xstYOWGv/E9jv344xZgHQY619yLqj8i2U49vyNCpO1tpBa+29xccjwOPAoqb8E02iUbECHdOLL4sUK3RMjxInHdNd/LF6wlrrxeAZoMMYk2vVMV2T6xCMMYtxr6IeBg6y1r4G7sECzCu+7GDgZd+fbS8+B3Ad8BVgsAlyE2UqsTLGzCz+fJ0x5nFjzHeMMQc1RXiTmUqcrLWjwCeAn+EOwMcB/7spwhMgYqwm4mDcuHn4P5dtxRTj5N/OTOBs4MeNVymDBsRKx/QIsdIxPVqcdEyfNFbnA09Ya4dp0TFdk+sARYfiu8CnrLV91V4a8pw1xiwHllhr74pFoCCmGivcW2OLgAestScCDwF/1XChCdOAYyqDOxCfACwE/hu4uuFCBVBDrCbcRMhzbdcSqQFx8rbjAN8G/tZa+0Kj9EliqrHSMb0mdEyP9vc6pk/8+uOBLwN/4D0V8jLxY7om1z6KB/x3gW9Za+8sPv3b4m0J75bzzuLz24FDfH++CPcK9O3AW40xvwb+EzjaGPOT+NU3lwbFajeuE+SdtL4DnBiz9KbSoDgtB7DW/qp4W+wOYGUT5DeVGmM1EdupLG/wYtg2NChOHjcCz1lrv9Z4pcnToFjpmE7kWOmYHi1OOqYzPlbGmEW4x84l1tpfFZ9uyTFdk+sixbqn/w1ss9b+te9X/xf4cPHxh4G7fc//z2JN0OHAUcAj1tp/sNYutNYuxp3I8Etr7epm/A/NooGxssA9wOri684Efh6z/KbRqDgBrwDHGWPmFl/3Ltz6tbahjliFUrzNuM8Yc0pxm5dM9jetRKPiVNzWnwEzgE81WqcEGnhM6ZjuEiVWOqZH+/zpmO5SilWxpOgHwNXW2ge8F7fsmG4FzKqU8IU7aFrc2zNPFr/OAnpxaxGfK36f7fuba3A7OjxLyOxVYDHtObO8YbECDgPuL27rx8ChSf9/QuN0Ke7g+9+4J6/epP8/AbH6NfAG0I/rbhxXfP4k4OliHP+O4mJZ7fDVqDjhuj+2eEx52/n9pP8/ibEKbFPH9ElipWN65DjpmO6LFfBZYMD32ieBecXftdyYris0KoqiKIqiKEqD0LIQRVEURVEURWkQmlwriqIoiqIoSoPQ5FpRFEVRFEVRGoQm14qiKIqiKIrSIDS5VhRFURRFUZQGocm1oiiKoiiKojQITa4VRVEURVEUpUFocq0oiqIoiqIoDeL/B0UCVYFTE3UTAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6))\n",
    "ice_cream, = plt.plot(ice_cream_heater_df['ice cream'])\n",
    "heater, = plt.plot(ice_cream_heater_df['heater'], color='red')\n",
    "\n",
    "for year in range(2004, 2021):\n",
    "    plt.axvline(datetime(year,1,1), linestyle='--', color='k', alpha=0.5)\n",
    "    \n",
    "plt.axhline(0, linestyle='--', color='k', alpha=0.3)\n",
    "plt.ylabel('First Difference', fontsize=18)\n",
    "\n",
    "plt.legend(['Ice Cream', 'Heater'], fontsize=16)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# PACF - Heater"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_pacf(ice_cream_heater_df['heater'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## So consider an AR(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Correlation between \"heater\" and lagged \"ice cream\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Lag: 1\n",
      "(-0.031544507425915705, 0.660728499174997)\n",
      "------\n",
      "Lag: 2\n",
      "(-0.09872703210944637, 0.1697084190508982)\n",
      "------\n",
      "Lag: 3\n",
      "(-0.0017838553789235375, 0.9803056762962026)\n",
      "------\n",
      "Lag: 4\n",
      "(0.06023971859825538, 0.4052979832528944)\n",
      "------\n",
      "Lag: 5\n",
      "(-0.05403486448015027, 0.45664426275062703)\n",
      "------\n",
      "Lag: 6\n",
      "(0.06461183026553832, 0.37453000434455314)\n",
      "------\n",
      "Lag: 7\n",
      "(-0.049493346184158675, 0.49768766857621993)\n",
      "------\n",
      "Lag: 8\n",
      "(0.07890837135977348, 0.2804548970433355)\n",
      "------\n",
      "Lag: 9\n",
      "(-0.05323501699600424, 0.4681034202228284)\n",
      "------\n",
      "Lag: 10\n",
      "(0.02953698906079119, 0.6882054906332707)\n",
      "------\n",
      "Lag: 11\n",
      "(-0.05979536351522567, 0.4175217420485883)\n",
      "------\n",
      "Lag: 12\n",
      "(-0.07513046035981785, 0.3094409252542959)\n",
      "------\n",
      "Lag: 13\n",
      "(0.19808902198429756, 0.007029107082073339)\n",
      "------\n"
     ]
    }
   ],
   "source": [
    "for lag in range(1, 14):\n",
    "    heater_series = ice_cream_heater_df['heater'].iloc[lag:]\n",
    "    lagged_ice_cream_series = ice_cream_heater_df['ice cream'].iloc[:-lag]\n",
    "    print('Lag: %s'%lag)\n",
    "    print(pearsonr(heater_series, lagged_ice_cream_series))\n",
    "    print('------')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Fit a VAR Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "ice_cream_heater_df = ice_cream_heater_df[['ice cream', 'heater']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = VAR(ice_cream_heater_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "model_fit = model.fit(maxlags=13)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "  Summary of Regression Results   \n",
       "==================================\n",
       "Model:                         VAR\n",
       "Method:                        OLS\n",
       "Date:           Thu, 27, Aug, 2020\n",
       "Time:                     08:54:10\n",
       "--------------------------------------------------------------------\n",
       "No. of Equations:         2.00000    BIC:                   -1.92349\n",
       "Nobs:                     184.000    HQIC:                  -2.48459\n",
       "Log likelihood:          -204.405    FPE:                  0.0571123\n",
       "AIC:                     -2.86700    Det(Omega_mle):       0.0434311\n",
       "--------------------------------------------------------------------\n",
       "Results for equation ice cream\n",
       "================================================================================\n",
       "                   coefficient       std. error           t-stat            prob\n",
       "--------------------------------------------------------------------------------\n",
       "const                -0.016054         0.034105           -0.471           0.638\n",
       "L1.ice cream         -0.287811         0.079633           -3.614           0.000\n",
       "L1.heater            -0.121251         0.073673           -1.646           0.100\n",
       "L2.ice cream         -0.217862         0.087025           -2.503           0.012\n",
       "L2.heater            -0.081992         0.079793           -1.028           0.304\n",
       "L3.ice cream         -0.122169         0.090772           -1.346           0.178\n",
       "L3.heater            -0.100743         0.080730           -1.248           0.212\n",
       "L4.ice cream         -0.167505         0.089113           -1.880           0.060\n",
       "L4.heater            -0.130541         0.082232           -1.587           0.112\n",
       "L5.ice cream         -0.206725         0.090337           -2.288           0.022\n",
       "L5.heater            -0.168606         0.084980           -1.984           0.047\n",
       "L6.ice cream         -0.138873         0.092630           -1.499           0.134\n",
       "L6.heater            -0.115771         0.089911           -1.288           0.198\n",
       "L7.ice cream         -0.180695         0.092245           -1.959           0.050\n",
       "L7.heater            -0.027255         0.094850           -0.287           0.774\n",
       "L8.ice cream         -0.111166         0.092679           -1.199           0.230\n",
       "L8.heater             0.041803         0.094740            0.441           0.659\n",
       "L9.ice cream         -0.043835         0.091389           -0.480           0.631\n",
       "L9.heater             0.012616         0.094705            0.133           0.894\n",
       "L10.ice cream        -0.153345         0.089841           -1.707           0.088\n",
       "L10.heater            0.059215         0.094546            0.626           0.531\n",
       "L11.ice cream        -0.004417         0.089771           -0.049           0.961\n",
       "L11.heater            0.042153         0.093799            0.449           0.653\n",
       "L12.ice cream        -0.126643         0.090094           -1.406           0.160\n",
       "L12.heater           -0.021794         0.090097           -0.242           0.809\n",
       "L13.ice cream        -0.081957         0.087069           -0.941           0.347\n",
       "L13.heater           -0.018799         0.079199           -0.237           0.812\n",
       "================================================================================\n",
       "\n",
       "Results for equation heater\n",
       "================================================================================\n",
       "                   coefficient       std. error           t-stat            prob\n",
       "--------------------------------------------------------------------------------\n",
       "const                 0.005855         0.036062            0.162           0.871\n",
       "L1.ice cream         -0.033113         0.084202           -0.393           0.694\n",
       "L1.heater            -0.405367         0.077900           -5.204           0.000\n",
       "L2.ice cream         -0.169804         0.092018           -1.845           0.065\n",
       "L2.heater            -0.193569         0.084371           -2.294           0.022\n",
       "L3.ice cream         -0.048999         0.095980           -0.511           0.610\n",
       "L3.heater            -0.016958         0.085362           -0.199           0.843\n",
       "L4.ice cream         -0.007633         0.094226           -0.081           0.935\n",
       "L4.heater             0.009474         0.086950            0.109           0.913\n",
       "L5.ice cream         -0.020253         0.095520           -0.212           0.832\n",
       "L5.heater            -0.050607         0.089856           -0.563           0.573\n",
       "L6.ice cream          0.040645         0.097944            0.415           0.678\n",
       "L6.heater            -0.006504         0.095070           -0.068           0.945\n",
       "L7.ice cream         -0.053440         0.097538           -0.548           0.584\n",
       "L7.heater            -0.053795         0.100292           -0.536           0.592\n",
       "L8.ice cream          0.074170         0.097997            0.757           0.449\n",
       "L8.heater            -0.059001         0.100176           -0.589           0.556\n",
       "L9.ice cream         -0.004720         0.096633           -0.049           0.961\n",
       "L9.heater            -0.000168         0.100139           -0.002           0.999\n",
       "L10.ice cream        -0.007920         0.094996           -0.083           0.934\n",
       "L10.heater            0.040322         0.099970            0.403           0.687\n",
       "L11.ice cream        -0.076564         0.094922           -0.807           0.420\n",
       "L11.heater            0.022568         0.099181            0.228           0.820\n",
       "L12.ice cream        -0.111959         0.095263           -1.175           0.240\n",
       "L12.heater            0.082608         0.095266            0.867           0.386\n",
       "L13.ice cream         0.203451         0.092065            2.210           0.027\n",
       "L13.heater           -0.155390         0.083744           -1.856           0.064\n",
       "================================================================================\n",
       "\n",
       "Correlation matrix of residuals\n",
       "             ice cream    heater\n",
       "ice cream     1.000000  0.064855\n",
       "heater        0.064855  1.000000\n",
       "\n"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_fit.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# So our final model is:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$$\n",
    "\\hat{h}_t = - 0.41h_{t-1} - 0.19h_{t-2} + 0.2i_{t-13}\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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